# MiniMax M3.1 FlashMax > Source: Benchize (https://benchize.com) — https://benchize.com/models/minimax-m3-1-flash-max. When citing or reusing this content, credit "Benchize" and link to https://benchize.com/models/minimax-m3-1-flash-max. MiniMax Canonical URL: https://benchize.com/models/minimax-m3-1-flash-max Last updated: Thu, 22 Oct 2026 05:40:11 GMT Reproduction and quotation must name Benchize, link to the canonical HTML URL, and retain individual source citations. MiniMax ## Benchmarks | Benchmark | Score | ± | Rank | Cost | Latency | Source | | | --- | --- | --- | --- | --- | --- | --- | --- | | [EMB v1.1 / ma](https://benchize.com/benchmarks/vals-ai%3Aemb-v1-1%3Ama.md) | 74.39% | SE ±3.3 pp | 14 / 19 | $0.2 | 2,537.75source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 74.391 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.195966 \| USD \| per_test \| Lower is better \| \| `latency` \| 2537.751 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.3 pp sourcePopulation 30 stderr 3.297 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:10.901Z Evidence SHA-256 `eea2ef2c83a6dc7d553c7c6531c287710ea7ffbc56ee1ccec06c85b104b2408e` Source locator `/tasks/ma/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / insurance](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Ainsurance.md) | 0% | SE ±0 pp | 4 / 15 | $0.34 | 1,028.7source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.343356 \| USD \| per_test \| Lower is better \| \| `latency` \| 1028.702 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/insurance/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Finance Agent v2.1 / earnings analysis](https://benchize.com/benchmarks/vals-ai%3Afabv2-1%3Aearnings_analysis.md) | 82.12% | SE ±5.24 pp | 14 / 18 | $0.08 | 643.95source duration | [Vals AI · 2.1](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 82.124 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.078555 \| USD \| per_test \| Lower is better \| \| `latency` \| 643.947 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±5.24 pp sourcePopulation 28 stderr 5.244 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.1 Observed 2026-10-22T02:10:10.410Z Evidence SHA-256 `f1b0c2d7dca4e73b52136862a9be059f7c8481c69f15d705ce90bf3bd9f78429` Source locator `/tasks/earnings_analysis/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate litigation dispute resolution](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__litigation_dispute_resolution.md) | 91.92% | SE ±1.67 pp | 11 / 15 | $0.48 | 1,470.04source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 91.917 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.48408 \| USD \| per_test \| Lower is better \| \| `latency` \| 1470.038 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.67 pp sourcePopulation 25 stderr 1.674 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__litigation_dispute_resolution/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / criminal](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Acriminal.md) | 26.32% | SE ±5.88 pp | 31 / 50 | $0.43 | 2,805.1source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 26.316 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.425544 \| USD \| per_test \| Lower is better \| \| `latency` \| 2805.101 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±5.88 pp sourcePopulation 82 stderr 5.884 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/criminal/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [EMB v1.1 / misc](https://benchize.com/benchmarks/vals-ai%3Aemb-v1-1%3Amisc.md) | 64.89% | SE ±2.83 pp | 10 / 19 | $0.25 | 1,125.67source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 64.885 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.247506 \| USD \| per_test \| Lower is better \| \| `latency` \| 1125.671 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.83 pp sourcePopulation 30 stderr 2.834 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:10.901Z Evidence SHA-256 `eea2ef2c83a6dc7d553c7c6531c287710ea7ffbc56ee1ccec06c85b104b2408e` Source locator `/tasks/misc/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate corporate ma](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__corporate_ma.md) | 96.3% | SE ±1.07 pp | 6 / 15 | $0.39 | 1,048.75source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 96.302 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.385034 \| USD \| per_test \| Lower is better \| \| `latency` \| 1048.75 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.07 pp sourcePopulation 25 stderr 1.072 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__corporate_ma/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / energy natural resources](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Aenergy_natural_resources.md) | 40% | SE ±24.5 pp | 3 / 15 | $0.62 | 1,434.76source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 40 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.616064 \| USD \| per_test \| Lower is better \| \| `latency` \| 1434.758 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±24.5 pp sourcePopulation 25 stderr 24.495 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/energy_natural_resources/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate real estate](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__real_estate.md) | 92.42% | SE ±1.43 pp | 13 / 15 | $0.47 | 1,428.07source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 92.42 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.471568 \| USD \| per_test \| Lower is better \| \| `latency` \| 1428.066 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.43 pp sourcePopulation 25 stderr 1.431 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__real_estate/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Finance Index / tax agent bench](https://benchize.com/benchmarks/vals-ai%3Afinance_index%3Atax_agent_bench.md) | 32.14% | SE ±3.34 pp | 7 / 18 | $0.32 | 1,962.77source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_finance_index.bOb833jG.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 32.136 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.320948 \| USD \| per_test \| Lower is better \| \| `latency` \| 1962.771 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.34 pp sourcePopulation 28 stderr 3.342 tokenTotals {"cache_read_tokens":466865454,"cache_write_tokens":0,"input_tokens":551883325,"output_tokens":70312257,"reasoning_tokens":62154212} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_index.bOb833jG.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:06.142Z Evidence SHA-256 `57065fe94df9df6f9ab27d0934cd5c7eea9314000db97e307f4a2193f38e8fab` Source locator `/tasks/tax_agent_bench/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / weighted pass immigration](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Aweighted_pass__immigration.md) | 76.91% | SE ±7.37 pp | 33 / 50 | $0.52 | 3,290source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 76.913 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.523583 \| USD \| per_test \| Lower is better \| \| `latency` \| 3289.995 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±7.37 pp sourcePopulation 82 stderr 7.373 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/weighted_pass__immigration/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Index / tax agent bench](https://benchize.com/benchmarks/vals-ai%3Avals_index%3Atax_agent_bench.md) | 32.14% | SE ±3.34 pp | 7 / 15 | $0.32 | 1,962.77source duration | [Vals AI · 2.2](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 32.136 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.320948 \| USD \| per_test \| Lower is better \| \| `latency` \| 1962.771 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.34 pp sourcePopulation 24 stderr 3.342 tokenTotals {"cache_read_tokens":466865454,"cache_write_tokens":0,"input_tokens":551883325,"output_tokens":70312257,"reasoning_tokens":62154212} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.2 Observed 2026-10-22T02:10:04.889Z Evidence SHA-256 `7ef06da7bde2649ef5ee5140bc1d106942c4c98145888f3ca001420383aa6658` Source locator `/tasks/tax_agent_bench/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate banking finance](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__banking_finance.md) | 93.66% | SE ±1.49 pp | 4 / 15 | $0.36 | 1,557.11source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 93.657 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.363031 \| USD \| per_test \| Lower is better \| \| `latency` \| 1557.112 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.49 pp sourcePopulation 25 stderr 1.492 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__banking_finance/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate corporate governance](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__corporate_governance.md) | 91.44% | SE ±1.64 pp | 8 / 15 | $0.63 | 2,097.54source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 91.438 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.628725 \| USD \| per_test \| Lower is better \| \| `latency` \| 2097.538 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.64 pp sourcePopulation 25 stderr 1.64 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__corporate_governance/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [EMB v1.1 / lbo](https://benchize.com/benchmarks/vals-ai%3Aemb-v1-1%3Albo.md) | 58.63% | SE ±4.24 pp | 13 / 19 | $0.55 | 3,945.16source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 58.626 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.546001 \| USD \| per_test \| Lower is better \| \| `latency` \| 3945.157 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±4.24 pp sourcePopulation 30 stderr 4.241 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:10.901Z Evidence SHA-256 `eea2ef2c83a6dc7d553c7c6531c287710ea7ffbc56ee1ccec06c85b104b2408e` Source locator `/tasks/lbo/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Terminal-Bench 4.0 / overall](https://benchize.com/benchmarks/vals-ai%3Aterminal-bench-4%3Aoverall.md) | 25.25% | SE ±1.01 pp | 16 / 36 | $0.73 | 3,030.55source duration | [Vals AI · 4.0](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 25.253 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.734722 \| USD \| per_test \| Lower is better \| \| `latency` \| 3030.551 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.01 pp sourcePopulation 52 stderr 1.01 tokenTotals {"cache_read_tokens":2489516469,"cache_write_tokens":0,"input_tokens":2497428556,"output_tokens":16603505,"reasoning_tokens":13158836} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 4.0 Observed 2026-10-22T02:10:25.308Z Evidence SHA-256 `98f6964580e901f1aa143db664bd92aa558415f643569492545d67c47d7f519b` Source locator `/tasks/overall/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Finance Agent v2.1 / general qualitative analysis](https://benchize.com/benchmarks/vals-ai%3Afabv2-1%3Ageneral_qualitative_analysis.md) | 73.86% | SE ±5.43 pp | 4 / 18 | $0.22 | 1,265.24source duration | [Vals AI · 2.1](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 73.855 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.223672 \| USD \| per_test \| Lower is better \| \| `latency` \| 1265.243 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±5.43 pp sourcePopulation 28 stderr 5.425 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.1 Observed 2026-10-22T02:10:10.410Z Evidence SHA-256 `f1b0c2d7dca4e73b52136862a9be059f7c8481c69f15d705ce90bf3bd9f78429` Source locator `/tasks/general_qualitative_analysis/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / weighted pass administrative regulatory](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Aweighted_pass__administrative_regulatory.md) | 85.05% | SE ±2.72 pp | 31 / 50 | $0.47 | 2,966.07source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 85.049 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.472211 \| USD \| per_test \| Lower is better \| \| `latency` \| 2966.067 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.72 pp sourcePopulation 82 stderr 2.723 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/weighted_pass__administrative_regulatory/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / bankruptcy restructuring](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Abankruptcy_restructuring.md) | 0% | SE ±0 pp | 8 / 15 | $0.5 | 1,586.55source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.501587 \| USD \| per_test \| Lower is better \| \| `latency` \| 1586.546 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/bankruptcy_restructuring/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate structured finance securitization](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__structured_finance_securitization.md) | 87.58% | SE ±1.88 pp | 13 / 15 | $0.43 | 1,092.26source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 87.581 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.430794 \| USD \| per_test \| Lower is better \| \| `latency` \| 1092.26 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.88 pp sourcePopulation 25 stderr 1.876 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__structured_finance_securitization/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Terminal-Bench 4.0 / security](https://benchize.com/benchmarks/vals-ai%3Aterminal-bench-4%3Asecurity.md) | 33.33% | SE ±6.67 pp | 15 / 36 | — | — | [Vals AI · 4.0](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 33.333 \| percent \| reported \| Higher is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±6.67 pp sourcePopulation 52 stderr 6.667 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 4.0 Observed 2026-10-22T02:10:25.308Z Evidence SHA-256 `98f6964580e901f1aa143db664bd92aa558415f643569492545d67c47d7f519b` Source locator `/tasks/security/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Terminal-Bench 4.0 / hardware](https://benchize.com/benchmarks/vals-ai%3Aterminal-bench-4%3Ahardware.md) | 6.67% | SE ±6.67 pp | 17 / 36 | — | — | [Vals AI · 4.0](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 6.667 \| percent \| reported \| Higher is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±6.67 pp sourcePopulation 52 stderr 6.667 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 4.0 Observed 2026-10-22T02:10:25.308Z Evidence SHA-256 `98f6964580e901f1aa143db664bd92aa558415f643569492545d67c47d7f519b` Source locator `/tasks/hardware/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Finance Agent v2.1 / comparables](https://benchize.com/benchmarks/vals-ai%3Afabv2-1%3Acomparables.md) | 53.01% | SE ±6.68 pp | 15 / 18 | $0.2 | 1,155.84source duration | [Vals AI · 2.1](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 53.008 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.2003 \| USD \| per_test \| Lower is better \| \| `latency` \| 1155.838 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±6.68 pp sourcePopulation 28 stderr 6.676 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.1 Observed 2026-10-22T02:10:10.410Z Evidence SHA-256 `f1b0c2d7dca4e73b52136862a9be059f7c8481c69f15d705ce90bf3bd9f78429` Source locator `/tasks/comparables/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate intellectual property](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__intellectual_property.md) | 92.35% | SE ±1.59 pp | 13 / 15 | $0.5 | 1,452.4source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 92.349 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.496673 \| USD \| per_test \| Lower is better \| \| `latency` \| 1452.402 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.59 pp sourcePopulation 25 stderr 1.589 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__intellectual_property/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate arbitration international dispute resolution](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__arbitration_international_dispute_resolution.md) | 88.35% | SE ±1.92 pp | 15 / 15 | $0.57 | 1,490.44source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 88.351 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.572096 \| USD \| per_test \| Lower is better \| \| `latency` \| 1490.442 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.92 pp sourcePopulation 25 stderr 1.924 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__arbitration_international_dispute_resolution/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / business commercial](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Abusiness_commercial.md) | 37.21% | SE ±7.46 pp | 20 / 50 | $0.37 | 2,633.01source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 37.209 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.372136 \| USD \| per_test \| Lower is better \| \| `latency` \| 2633.008 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±7.46 pp sourcePopulation 82 stderr 7.458 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/business_commercial/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / corporate ma](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acorporate_ma.md) | 0% | SE ±0 pp | 13 / 15 | $0.39 | 1,048.75source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.385034 \| USD \| per_test \| Lower is better \| \| `latency` \| 1048.75 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/corporate_ma/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Tax Agent Bench / fact pattern analysis](https://benchize.com/benchmarks/vals-ai%3Atax_agent_bench%3Afact_pattern_analysis.md) | 31.86% | SE ±7.11 pp | 14 / 46 | $0.28 | 1,831.3source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 31.86 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.282658 \| USD \| per_test \| Lower is better \| \| `latency` \| 1831.299 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±7.11 pp sourcePopulation 73 stderr 7.108 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:11.407Z Evidence SHA-256 `446db182b67efb7923b3187a4040ec3a3ea492b8ad699a2b6d708d714cc063ac` Source locator `/tasks/fact_pattern_analysis/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Tax Agent Bench / weighted pass fact pattern analysis](https://benchize.com/benchmarks/vals-ai%3Atax_agent_bench%3Aweighted_pass__fact_pattern_analysis.md) | 50.79% | SE ±7.36 pp | 32 / 46 | $0.28 | 1,831.3source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 50.785 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.282658 \| USD \| per_test \| Lower is better \| \| `latency` \| 1831.299 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±7.36 pp sourcePopulation 73 stderr 7.357 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:11.407Z Evidence SHA-256 `446db182b67efb7923b3187a4040ec3a3ea492b8ad699a2b6d708d714cc063ac` Source locator `/tasks/weighted_pass__fact_pattern_analysis/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate trusts estates private client](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__trusts_estates_private_client.md) | 89.5% | SE ±1.9 pp | 13 / 15 | $0.48 | 1,486.3source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 89.504 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.4795 \| USD \| per_test \| Lower is better \| \| `latency` \| 1486.298 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.9 pp sourcePopulation 25 stderr 1.897 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__trusts_estates_private_client/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Finance Agent v2.1 / all pass](https://benchize.com/benchmarks/vals-ai%3Afabv2-1%3Aall_pass.md) | 45.6% | SE ±2.21 pp | 14 / 18 | $0.16 | 904.2source duration | [Vals AI · 2.1](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 45.595 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.158978 \| USD \| per_test \| Lower is better \| \| `latency` \| 904.204 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.21 pp sourcePopulation 28 stderr 2.206 tokenTotals {"cache_read_tokens":234241552,"cache_write_tokens":0,"input_tokens":469331836,"output_tokens":54339785,"reasoning_tokens":45403914} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.1 Observed 2026-10-22T02:10:10.410Z Evidence SHA-256 `f1b0c2d7dca4e73b52136862a9be059f7c8481c69f15d705ce90bf3bd9f78429` Source locator `/tasks/all_pass/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / litigation dispute resolution](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Alitigation_dispute_resolution.md) | 10% | SE ±10 pp | 5 / 15 | $0.48 | 1,470.04source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 10 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.48408 \| USD \| per_test \| Lower is better \| \| `latency` \| 1470.038 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±10 pp sourcePopulation 25 stderr 10 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/litigation_dispute_resolution/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate healthcare life sciences](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__healthcare_life_sciences.md) | 95.13% | SE ±1.25 pp | 5 / 15 | $0.53 | 1,851.16source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 95.134 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.526994 \| USD \| per_test \| Lower is better \| \| `latency` \| 1851.156 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.25 pp sourcePopulation 25 stderr 1.248 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__healthcare_life_sciences/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Tax Agent Bench / rule source lookup](https://benchize.com/benchmarks/vals-ai%3Atax_agent_bench%3Arule_source_lookup.md) | 36.67% | SE ±8.95 pp | 22 / 46 | $0.41 | 2,279.73source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 36.667 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.407142 \| USD \| per_test \| Lower is better \| \| `latency` \| 2279.728 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±8.95 pp sourcePopulation 73 stderr 8.949 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:11.407Z Evidence SHA-256 `446db182b67efb7923b3187a4040ec3a3ea492b8ad699a2b6d708d714cc063ac` Source locator `/tasks/rule_source_lookup/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Index / emb](https://benchize.com/benchmarks/vals-ai%3Avals_index%3Aemb.md) | 67.84% | SE ±2.29 pp | 11 / 15 | $0.27 | 1,847.78source duration | [Vals AI · 2.2](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 67.843 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.268958 \| USD \| per_test \| Lower is better \| \| `latency` \| 1847.78 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.29 pp sourcePopulation 24 stderr 2.29 tokenTotals {"cache_read_tokens":1112061687,"cache_write_tokens":0,"input_tokens":1127000678,"output_tokens":14186544,"reasoning_tokens":10606514} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.2 Observed 2026-10-22T02:10:04.889Z Evidence SHA-256 `7ef06da7bde2649ef5ee5140bc1d106942c4c98145888f3ca001420383aa6658` Source locator `/tasks/emb/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Finance Index / overall](https://benchize.com/benchmarks/vals-ai%3Afinance_index%3Aoverall.md) | 55.91% | SE ±1.42 pp | 11 / 18 | $0.25 | 1,571.59source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_finance_index.bOb833jG.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 55.906 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.249628 \| USD \| per_test \| Lower is better \| \| `latency` \| 1571.585 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.42 pp sourcePopulation 28 stderr 1.42 tokenTotals {"cache_read_tokens":1813168693,"cache_write_tokens":0,"input_tokens":2148215839,"output_tokens":138838586,"reasoning_tokens":118164640} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_index.bOb833jG.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:06.142Z Evidence SHA-256 `57065fe94df9df6f9ab27d0934cd5c7eea9314000db97e307f4a2193f38e8fab` Source locator `/tasks/overall/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / weighted pass civil litigation](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Aweighted_pass__civil_litigation.md) | 90.7% | SE ±3.07 pp | 8 / 50 | $0.34 | 2,417.44source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 90.695 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.338953 \| USD \| per_test \| Lower is better \| \| `latency` \| 2417.44 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.07 pp sourcePopulation 82 stderr 3.073 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/weighted_pass__civil_litigation/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate employment labor](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__employment_labor.md) | 82.21% | SE ±2.35 pp | 14 / 15 | $0.43 | 1,855.33source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 82.21 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.426654 \| USD \| per_test \| Lower is better \| \| `latency` \| 1855.334 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.35 pp sourcePopulation 25 stderr 2.345 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__employment_labor/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / arbitration international dispute resolution](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Aarbitration_international_dispute_resolution.md) | 0% | SE ±0 pp | 9 / 15 | $0.57 | 1,490.44source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.572096 \| USD \| per_test \| Lower is better \| \| `latency` \| 1490.442 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/arbitration_international_dispute_resolution/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [EMB v1.1 / dcf](https://benchize.com/benchmarks/vals-ai%3Aemb-v1-1%3Adcf.md) | 58.74% | SE ±6.7 pp | 16 / 19 | $0.24 | 2,759.4source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 58.739 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.244351 \| USD \| per_test \| Lower is better \| \| `latency` \| 2759.397 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±6.7 pp sourcePopulation 30 stderr 6.7 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:10.901Z Evidence SHA-256 `eea2ef2c83a6dc7d553c7c6531c287710ea7ffbc56ee1ccec06c85b104b2408e` Source locator `/tasks/dcf/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate antitrust competition](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__antitrust_competition.md) | 92.03% | SE ±1.63 pp | 8 / 15 | $0.45 | 1,602.08source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 92.029 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.447689 \| USD \| per_test \| Lower is better \| \| `latency` \| 1602.082 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.63 pp sourcePopulation 25 stderr 1.633 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__antitrust_competition/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / white collar defense investigations](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Awhite_collar_defense_investigations.md) | 0% | SE ±0 pp | 2 / 15 | $0.46 | 1,357.85source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.463122 \| USD \| per_test \| Lower is better \| \| `latency` \| 1357.85 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/white_collar_defense_investigations/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Finance Index / emb](https://benchize.com/benchmarks/vals-ai%3Afinance_index%3Aemb.md) | 67.84% | SE ±2.29 pp | 12 / 18 | $0.27 | 1,847.78source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_finance_index.bOb833jG.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 67.843 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.268958 \| USD \| per_test \| Lower is better \| \| `latency` \| 1847.78 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.29 pp sourcePopulation 28 stderr 2.29 tokenTotals {"cache_read_tokens":1112061687,"cache_write_tokens":0,"input_tokens":1127000678,"output_tokens":14186544,"reasoning_tokens":10606514} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_index.bOb833jG.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:06.142Z Evidence SHA-256 `57065fe94df9df6f9ab27d0934cd5c7eea9314000db97e307f4a2193f38e8fab` Source locator `/tasks/emb/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Finance Agent v2.1 / market analysis](https://benchize.com/benchmarks/vals-ai%3Afabv2-1%3Amarket_analysis.md) | 55.74% | SE ±6.97 pp | 16 / 18 | $0.13 | 795.08source duration | [Vals AI · 2.1](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 55.738 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.125556 \| USD \| per_test \| Lower is better \| \| `latency` \| 795.075 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±6.97 pp sourcePopulation 28 stderr 6.969 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.1 Observed 2026-10-22T02:10:10.410Z Evidence SHA-256 `f1b0c2d7dca4e73b52136862a9be059f7c8481c69f15d705ce90bf3bd9f78429` Source locator `/tasks/market_analysis/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate emerging companies venture capital](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__emerging_companies_venture_capital.md) | 94.54% | SE ±1.33 pp | 5 / 15 | $0.44 | 1,523.61source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 94.539 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.437811 \| USD \| per_test \| Lower is better \| \| `latency` \| 1523.606 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.33 pp sourcePopulation 25 stderr 1.33 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__emerging_companies_venture_capital/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / antitrust competition](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Aantitrust_competition.md) | 0% | SE ±0 pp | 9 / 15 | $0.45 | 1,602.08source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.447689 \| USD \| per_test \| Lower is better \| \| `latency` \| 1602.082 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/antitrust_competition/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / environmental esg](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Aenvironmental_esg.md) | 0% | SE ±0 pp | 3 / 15 | $0.44 | 1,706.27source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.440838 \| USD \| per_test \| Lower is better \| \| `latency` \| 1706.268 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/environmental_esg/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [EMB v1.1 / overall](https://benchize.com/benchmarks/vals-ai%3Aemb-v1-1%3Aoverall.md) | 67.84% | SE ±2.29 pp | 13 / 19 | $0.27 | 1,847.78source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 67.843 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.268958 \| USD \| per_test \| Lower is better \| \| `latency` \| 1847.78 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.29 pp sourcePopulation 30 stderr 2.29 tokenTotals {"cache_read_tokens":1112061687,"cache_write_tokens":0,"input_tokens":1127000678,"output_tokens":14186544,"reasoning_tokens":10606514} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:10.901Z Evidence SHA-256 `eea2ef2c83a6dc7d553c7c6531c287710ea7ffbc56ee1ccec06c85b104b2408e` Source locator `/tasks/overall/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / healthcare life sciences](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Ahealthcare_life_sciences.md) | 20% | SE ±20 pp | 6 / 15 | $0.53 | 1,851.16source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 20 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.526994 \| USD \| per_test \| Lower is better \| \| `latency` \| 1851.156 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±20 pp sourcePopulation 25 stderr 20 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/healthcare_life_sciences/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate bankruptcy restructuring](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__bankruptcy_restructuring.md) | 87.72% | SE ±1.93 pp | 9 / 15 | $0.5 | 1,586.55source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 87.716 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.501587 \| USD \| per_test \| Lower is better \| \| `latency` \| 1586.546 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.93 pp sourcePopulation 25 stderr 1.934 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__bankruptcy_restructuring/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / capital markets](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acapital_markets.md) | 0% | SE ±0 pp | 13 / 15 | $0.34 | 1,222.42source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.336279 \| USD \| per_test \| Lower is better \| \| `latency` \| 1222.418 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/capital_markets/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Finance Agent v2.1 / general quantitative analysis](https://benchize.com/benchmarks/vals-ai%3Afabv2-1%3Ageneral_quantitative_analysis.md) | 73.74% | SE ±5.48 pp | 17 / 18 | $0.14 | 722.09source duration | [Vals AI · 2.1](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 73.741 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.142236 \| USD \| per_test \| Lower is better \| \| `latency` \| 722.092 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±5.48 pp sourcePopulation 28 stderr 5.482 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.1 Observed 2026-10-22T02:10:10.410Z Evidence SHA-256 `f1b0c2d7dca4e73b52136862a9be059f7c8481c69f15d705ce90bf3bd9f78429` Source locator `/tasks/general_quantitative_analysis/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Tax Agent Bench / weighted pass](https://benchize.com/benchmarks/vals-ai%3Atax_agent_bench%3Aweighted_pass.md) | 62.72% | SE ±3.26 pp | 18 / 46 | $0.32 | 1,962.77source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 62.715 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.320948 \| USD \| per_test \| Lower is better \| \| `latency` \| 1962.771 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.26 pp sourcePopulation 73 stderr 3.255 tokenTotals {"cache_read_tokens":466865454,"cache_write_tokens":0,"input_tokens":551883325,"output_tokens":70312257,"reasoning_tokens":62154212} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:11.407Z Evidence SHA-256 `446db182b67efb7923b3187a4040ec3a3ea492b8ad699a2b6d708d714cc063ac` Source locator `/tasks/weighted_pass/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / trusts estates private client](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Atrusts_estates_private_client.md) | 0% | SE ±0 pp | 12 / 15 | $0.48 | 1,486.3source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.4795 \| USD \| per_test \| Lower is better \| \| `latency` \| 1486.298 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/trusts_estates_private_client/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Index / overall](https://benchize.com/benchmarks/vals-ai%3Avals_index%3Aoverall.md) | 53.78% | SE ±1.07 pp | 12 / 15 | $0.66 | 2,597.84source duration | [Vals AI · 2.2](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 53.781 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.659684 \| USD \| per_test \| Lower is better \| \| `latency` \| 2597.835 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.07 pp sourcePopulation 24 stderr 1.067 tokenTotals {"cache_read_tokens":17662797762,"cache_write_tokens":0,"input_tokens":18180722777,"output_tokens":306409526,"reasoning_tokens":243120444} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.2 Observed 2026-10-22T02:10:04.889Z Evidence SHA-256 `7ef06da7bde2649ef5ee5140bc1d106942c4c98145888f3ca001420383aa6658` Source locator `/tasks/overall/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Index / finance agent](https://benchize.com/benchmarks/vals-ai%3Avals_index%3Afinance_agent.md) | 58.83% | SE ±2.07 pp | 13 / 15 | $0.16 | 904.2source duration | [Vals AI · 2.2](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 58.826 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.158978 \| USD \| per_test \| Lower is better \| \| `latency` \| 904.204 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.07 pp sourcePopulation 24 stderr 2.07 tokenTotals {"cache_read_tokens":234241552,"cache_write_tokens":0,"input_tokens":469331836,"output_tokens":54339785,"reasoning_tokens":45403914} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.2 Observed 2026-10-22T02:10:04.889Z Evidence SHA-256 `7ef06da7bde2649ef5ee5140bc1d106942c4c98145888f3ca001420383aa6658` Source locator `/tasks/finance_agent/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Index / code migration](https://benchize.com/benchmarks/vals-ai%3Avals_index%3Acode_migration.md) | 48.2% | SE ±3.35 pp | 10 / 15 | $1.73 | 7,363.87source duration | [Vals AI · 2.2](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 48.195 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 1.729595 \| USD \| per_test \| Lower is better \| \| `latency` \| 7363.872 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.35 pp sourcePopulation 24 stderr 3.35 tokenTotals {"cache_read_tokens":6202642760,"cache_write_tokens":0,"input_tokens":6238818064,"output_tokens":20288643,"reasoning_tokens":12068935} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.2 Observed 2026-10-22T02:10:04.889Z Evidence SHA-256 `7ef06da7bde2649ef5ee5140bc1d106942c4c98145888f3ca001420383aa6658` Source locator `/tasks/code_migration/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Terminal-Bench 4.0 / media](https://benchize.com/benchmarks/vals-ai%3Aterminal-bench-4%3Amedia.md) | 41.67% | SE ±8.33 pp | 9 / 36 | — | — | [Vals AI · 4.0](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 41.667 \| percent \| reported \| Higher is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±8.33 pp sourcePopulation 52 stderr 8.333 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 4.0 Observed 2026-10-22T02:10:25.308Z Evidence SHA-256 `98f6964580e901f1aa143db664bd92aa558415f643569492545d67c47d7f519b` Source locator `/tasks/media/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Terminal-Bench 4.0 / science](https://benchize.com/benchmarks/vals-ai%3Aterminal-bench-4%3Ascience.md) | 26.19% | SE ±4.76 pp | 16 / 36 | — | — | [Vals AI · 4.0](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 26.19 \| percent \| reported \| Higher is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±4.76 pp sourcePopulation 52 stderr 4.762 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 4.0 Observed 2026-10-22T02:10:25.308Z Evidence SHA-256 `98f6964580e901f1aa143db664bd92aa558415f643569492545d67c47d7f519b` Source locator `/tasks/science/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / weighted pass criminal](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Aweighted_pass__criminal.md) | 79.93% | SE ±2.96 pp | 31 / 50 | $0.43 | 2,805.1source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 79.928 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.425544 \| USD \| per_test \| Lower is better \| \| `latency` \| 2805.101 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.96 pp sourcePopulation 82 stderr 2.964 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/weighted_pass__criminal/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate.md) | 91.08% | SE ±0.34 pp | 10 / 15 | $0.47 | 1,497.6source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 91.077 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.472848 \| USD \| per_test \| Lower is better \| \| `latency` \| 1497.601 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0.34 pp sourcePopulation 25 stderr 0.343 tokenTotals {"cache_read_tokens":2703378118,"cache_write_tokens":0,"input_tokens":2730849267,"output_tokens":20117381,"reasoning_tokens":6681765} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [EMB v1.1 / dataroom](https://benchize.com/benchmarks/vals-ai%3Aemb-v1-1%3Adataroom.md) | 80.22% | SE ±5.88 pp | 16 / 19 | $0.18 | 826.82source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 80.223 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.175491 \| USD \| per_test \| Lower is better \| \| `latency` \| 826.821 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±5.88 pp sourcePopulation 30 stderr 5.877 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:10.901Z Evidence SHA-256 `eea2ef2c83a6dc7d553c7c6531c287710ea7ffbc56ee1ccec06c85b104b2408e` Source locator `/tasks/dataroom/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / tax](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Atax.md) | 0% | SE ±0 pp | 8 / 15 | $0.55 | 1,483.11source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.548613 \| USD \| per_test \| Lower is better \| \| `latency` \| 1483.114 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/tax/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate immigration](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__immigration.md) | 90.73% | SE ±1.75 pp | 12 / 15 | $0.37 | 1,131.4source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 90.727 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.37483 \| USD \| per_test \| Lower is better \| \| `latency` \| 1131.4 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.75 pp sourcePopulation 25 stderr 1.752 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__immigration/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [EMB v1.1 / comps](https://benchize.com/benchmarks/vals-ai%3Aemb-v1-1%3Acomps.md) | 71.58% | SE ±3.54 pp | 9 / 19 | $0.26 | 770.52source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 71.581 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.255073 \| USD \| per_test \| Lower is better \| \| `latency` \| 770.52 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.54 pp sourcePopulation 30 stderr 3.537 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:10.901Z Evidence SHA-256 `eea2ef2c83a6dc7d553c7c6531c287710ea7ffbc56ee1ccec06c85b104b2408e` Source locator `/tasks/comps/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Finance Agent v2.1 / financial modeling](https://benchize.com/benchmarks/vals-ai%3Afabv2-1%3Afinancial_modeling.md) | 26.88% | SE ±5.97 pp | 16 / 18 | $0.1 | 513.25source duration | [Vals AI · 2.1](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 26.881 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.104852 \| USD \| per_test \| Lower is better \| \| `latency` \| 513.254 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±5.97 pp sourcePopulation 28 stderr 5.969 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.1 Observed 2026-10-22T02:10:10.410Z Evidence SHA-256 `f1b0c2d7dca4e73b52136862a9be059f7c8481c69f15d705ce90bf3bd9f78429` Source locator `/tasks/financial_modeling/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / data privacy cybersecurity](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Adata_privacy_cybersecurity.md) | 20% | SE ±12.25 pp | 6 / 15 | $0.65 | 1,603.7source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 20 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.652971 \| USD \| per_test \| Lower is better \| \| `latency` \| 1603.698 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±12.25 pp sourcePopulation 25 stderr 12.247 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/data_privacy_cybersecurity/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / weighted pass family](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Aweighted_pass__family.md) | 71.36% | SE ±5.35 pp | 29 / 50 | $0.67 | 3,983.98source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 71.357 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.672496 \| USD \| per_test \| Lower is better \| \| `latency` \| 3983.979 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±5.35 pp sourcePopulation 82 stderr 5.35 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/weighted_pass__family/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Tax Agent Bench / weighted pass rule source lookup](https://benchize.com/benchmarks/vals-ai%3Atax_agent_bench%3Aweighted_pass__rule_source_lookup.md) | 57.66% | SE ±8.78 pp | 19 / 46 | $0.41 | 2,279.73source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 57.664 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.407142 \| USD \| per_test \| Lower is better \| \| `latency` \| 2279.728 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±8.78 pp sourcePopulation 73 stderr 8.78 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:11.407Z Evidence SHA-256 `446db182b67efb7923b3187a4040ec3a3ea492b8ad699a2b6d708d714cc063ac` Source locator `/tasks/weighted_pass__rule_source_lookup/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / international trade sanctions](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Ainternational_trade_sanctions.md) | 0% | SE ±0 pp | 6 / 15 | $0.36 | 1,530.65source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.355021 \| USD \| per_test \| Lower is better \| \| `latency` \| 1530.654 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/international_trade_sanctions/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Terminal-Bench 4.0 / software](https://benchize.com/benchmarks/vals-ai%3Aterminal-bench-4%3Asoftware.md) | 22.22% | SE ±3.21 pp | 20 / 36 | — | — | [Vals AI · 4.0](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 22.222 \| percent \| reported \| Higher is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.21 pp sourcePopulation 52 stderr 3.208 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 4.0 Observed 2026-10-22T02:10:25.308Z Evidence SHA-256 `98f6964580e901f1aa143db664bd92aa558415f643569492545d67c47d7f519b` Source locator `/tasks/software/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Index / legal agent benchmark](https://benchize.com/benchmarks/vals-ai%3Avals_index%3Alegal_agent_benchmark.md) | 7.5% | SE ±2.27 pp | 11 / 15 | $0.47 | 1,497.6source duration | [Vals AI · 2.2](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 7.5 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.472848 \| USD \| per_test \| Lower is better \| \| `latency` \| 1497.601 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.27 pp sourcePopulation 24 stderr 2.265 tokenTotals {"cache_read_tokens":2703378118,"cache_write_tokens":0,"input_tokens":2730849267,"output_tokens":20117381,"reasoning_tokens":6681765} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.2 Observed 2026-10-22T02:10:04.889Z Evidence SHA-256 `7ef06da7bde2649ef5ee5140bc1d106942c4c98145888f3ca001420383aa6658` Source locator `/tasks/legal_agent_benchmark/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Index / legal research](https://benchize.com/benchmarks/vals-ai%3Avals_index%3Alegal_research.md) | 34.14% | SE ±3.3 pp | 14 / 15 | $0.44 | 2,911.98source duration | [Vals AI · 2.2](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 34.135 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.444777 \| USD \| per_test \| Lower is better \| \| `latency` \| 2911.983 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.3 pp sourcePopulation 24 stderr 3.296 tokenTotals {"cache_read_tokens":1135801046,"cache_write_tokens":0,"input_tokens":1230685744,"output_tokens":102073269,"reasoning_tokens":90583933} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.2 Observed 2026-10-22T02:10:04.889Z Evidence SHA-256 `7ef06da7bde2649ef5ee5140bc1d106942c4c98145888f3ca001420383aa6658` Source locator `/tasks/legal_research/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Tax Agent Bench / weighted pass controversy precedence analysis](https://benchize.com/benchmarks/vals-ai%3Atax_agent_bench%3Aweighted_pass__controversy_precedence_analysis.md) | 54.34% | SE ±8.31 pp | 25 / 46 | $0.36 | 2,129.26source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 54.339 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.356858 \| USD \| per_test \| Lower is better \| \| `latency` \| 2129.255 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±8.31 pp sourcePopulation 73 stderr 8.313 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:11.407Z Evidence SHA-256 `446db182b67efb7923b3187a4040ec3a3ea492b8ad699a2b6d708d714cc063ac` Source locator `/tasks/weighted_pass__controversy_precedence_analysis/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Terminal-Bench 4.0 / ml](https://benchize.com/benchmarks/vals-ai%3Aterminal-bench-4%3Aml.md) | 36.36% | SE ±5.25 pp | 14 / 36 | — | — | [Vals AI · 4.0](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 36.364 \| percent \| reported \| Higher is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±5.25 pp sourcePopulation 52 stderr 5.249 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 4.0 Observed 2026-10-22T02:10:25.308Z Evidence SHA-256 `98f6964580e901f1aa143db664bd92aa558415f643569492545d67c47d7f519b` Source locator `/tasks/ml/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / banking finance](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Abanking_finance.md) | 0% | SE ±0 pp | 8 / 15 | $0.36 | 1,557.11source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.363031 \| USD \| per_test \| Lower is better \| \| `latency` \| 1557.112 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/banking_finance/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Finance Agent v2.1 / precedents](https://benchize.com/benchmarks/vals-ai%3Afabv2-1%3Aprecedents.md) | 33.92% | SE ±6.7 pp | 14 / 18 | $0.22 | 1,225.04source duration | [Vals AI · 2.1](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 33.919 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.222412 \| USD \| per_test \| Lower is better \| \| `latency` \| 1225.044 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±6.7 pp sourcePopulation 28 stderr 6.7 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.1 Observed 2026-10-22T02:10:10.410Z Evidence SHA-256 `f1b0c2d7dca4e73b52136862a9be059f7c8481c69f15d705ce90bf3bd9f78429` Source locator `/tasks/precedents/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / overall](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Aoverall.md) | 34.14% | SE ±3.3 pp | 31 / 50 | $0.44 | 2,911.98source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 34.135 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.444777 \| USD \| per_test \| Lower is better \| \| `latency` \| 2911.983 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.3 pp sourcePopulation 82 stderr 3.296 tokenTotals {"cache_read_tokens":1135801046,"cache_write_tokens":0,"input_tokens":1230685744,"output_tokens":102073269,"reasoning_tokens":90583933} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/overall/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / structured finance securitization](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Astructured_finance_securitization.md) | 20% | SE ±20 pp | 3 / 15 | $0.43 | 1,092.26source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 20 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.430794 \| USD \| per_test \| Lower is better \| \| `latency` \| 1092.26 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±20 pp sourcePopulation 25 stderr 20 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/structured_finance_securitization/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Terminal-Bench 4.0 / operations](https://benchize.com/benchmarks/vals-ai%3Aterminal-bench-4%3Aoperations.md) | 14.82% | SE ±3.7 pp | 18 / 36 | — | — | [Vals AI · 4.0](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 14.815 \| percent \| reported \| Higher is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.7 pp sourcePopulation 52 stderr 3.704 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_terminal_bench_4.CAnGyzC_.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 4.0 Observed 2026-10-22T02:10:25.308Z Evidence SHA-256 `98f6964580e901f1aa143db664bd92aa558415f643569492545d67c47d7f519b` Source locator `/tasks/operations/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / real estate](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Areal_estate.md) | 0% | SE ±0 pp | 13 / 15 | $0.47 | 1,428.07source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.471568 \| USD \| per_test \| Lower is better \| \| `latency` \| 1428.066 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/real_estate/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vals Index / vibe code bench](https://benchize.com/benchmarks/vals-ai%3Avals_index%3Avibe_code_bench.md) | 73.94% | SE ±4.25 pp | 15 / 15 | $1.15 | 1,263.92source duration | [Vals AI · 2.2](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 73.944 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 1.146649 \| USD \| per_test \| Lower is better \| \| `latency` \| 1263.916 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness OpenHands maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±4.25 pp sourcePopulation 24 stderr 4.249 tokenTotals {"cache_read_tokens":3318290676,"cache_write_tokens":0,"input_tokens":3334725307,"output_tokens":8488142,"reasoning_tokens":2462335} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_vals_index.B_Kf8Ja0.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.2 Observed 2026-10-22T02:10:04.889Z Evidence SHA-256 `7ef06da7bde2649ef5ee5140bc1d106942c4c98145888f3ca001420383aa6658` Source locator `/tasks/vibe_code_bench/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Tax Agent Bench / forms filings](https://benchize.com/benchmarks/vals-ai%3Atax_agent_bench%3Aforms_filings.md) | 26.67% | SE ±8.21 pp | 6 / 46 | $0.31 | 1,834.47source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 26.667 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.309635 \| USD \| per_test \| Lower is better \| \| `latency` \| 1834.474 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±8.21 pp sourcePopulation 73 stderr 8.212 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:11.407Z Evidence SHA-256 `446db182b67efb7923b3187a4040ec3a3ea492b8ad699a2b6d708d714cc063ac` Source locator `/tasks/forms_filings/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Finance Agent v2.1 / overall](https://benchize.com/benchmarks/vals-ai%3Afabv2-1%3Aoverall.md) | 58.83% | SE ±2.07 pp | 15 / 18 | $0.16 | 904.2source duration | [Vals AI · 2.1](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 58.826 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.158978 \| USD \| per_test \| Lower is better \| \| `latency` \| 904.204 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.07 pp sourcePopulation 28 stderr 2.07 tokenTotals {"cache_read_tokens":234241552,"cache_write_tokens":0,"input_tokens":469331836,"output_tokens":54339785,"reasoning_tokens":45403914} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_finance_agent_v2_1.ZbMhy9xo.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 2.1 Observed 2026-10-22T02:10:10.410Z Evidence SHA-256 `f1b0c2d7dca4e73b52136862a9be059f7c8481c69f15d705ce90bf3bd9f78429` Source locator `/tasks/overall/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Tax Agent Bench / weighted pass current temporal analysis](https://benchize.com/benchmarks/vals-ai%3Atax_agent_bench%3Aweighted_pass__current_temporal_analysis.md) | 58.88% | SE ±8.44 pp | 29 / 46 | $0.39 | 2,472.42source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 58.878 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.386875 \| USD \| per_test \| Lower is better \| \| `latency` \| 2472.42 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±8.44 pp sourcePopulation 73 stderr 8.436 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:11.407Z Evidence SHA-256 `446db182b67efb7923b3187a4040ec3a3ea492b8ad699a2b6d708d714cc063ac` Source locator `/tasks/weighted_pass__current_temporal_analysis/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / administrative regulatory](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Aadministrative_regulatory.md) | 40.91% | SE ±6.1 pp | 31 / 50 | $0.47 | 2,966.07source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 40.909 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.472211 \| USD \| per_test \| Lower is better \| \| `latency` \| 2966.067 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±6.1 pp sourcePopulation 82 stderr 6.098 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/administrative_regulatory/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / weighted pass constitutional civil rights](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Aweighted_pass__constitutional_civil_rights.md) | 82.73% | SE ±3.54 pp | 33 / 50 | $0.42 | 2,834.86source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 82.728 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.421978 \| USD \| per_test \| Lower is better \| \| `latency` \| 2834.861 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.54 pp sourcePopulation 82 stderr 3.541 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/weighted_pass__constitutional_civil_rights/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate international trade sanctions](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__international_trade_sanctions.md) | 91.43% | SE ±1.77 pp | 9 / 15 | $0.36 | 1,530.65source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 91.434 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.355021 \| USD \| per_test \| Lower is better \| \| `latency` \| 1530.654 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.77 pp sourcePopulation 25 stderr 1.77 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__international_trade_sanctions/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Tax Agent Bench / weighted pass numbers calculations](https://benchize.com/benchmarks/vals-ai%3Atax_agent_bench%3Aweighted_pass__numbers_calculations.md) | 84.51% | SE ±6.19 pp | 6 / 46 | $0.2 | 1,323.44source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 84.51 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.199114 \| USD \| per_test \| Lower is better \| \| `latency` \| 1323.436 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±6.19 pp sourcePopulation 73 stderr 6.192 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:11.407Z Evidence SHA-256 `446db182b67efb7923b3187a4040ec3a3ea492b8ad699a2b6d708d714cc063ac` Source locator `/tasks/weighted_pass__numbers_calculations/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / immigration](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Aimmigration.md) | 18.18% | SE ±12.2 pp | 32 / 50 | $0.52 | 3,290source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 18.182 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.523583 \| USD \| per_test \| Lower is better \| \| `latency` \| 3289.995 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±12.2 pp sourcePopulation 82 stderr 12.197 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/immigration/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / immigration](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Aimmigration.md) | 20% | SE ±20 pp | 2 / 15 | $0.37 | 1,131.4source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 20 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.37483 \| USD \| per_test \| Lower is better \| \| `latency` \| 1131.4 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±20 pp sourcePopulation 25 stderr 20 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/immigration/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [EMB v1.1 / scratch](https://benchize.com/benchmarks/vals-ai%3Aemb-v1-1%3Ascratch.md) | 63.89% | SE ±2.41 pp | 15 / 19 | $0.24 | 1,822.61source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 63.888 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.242112 \| USD \| per_test \| Lower is better \| \| `latency` \| 1822.607 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±2.41 pp sourcePopulation 30 stderr 2.408 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_emb_v1_1.11L06J7L.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:10.901Z Evidence SHA-256 `eea2ef2c83a6dc7d553c7c6531c287710ea7ffbc56ee1ccec06c85b104b2408e` Source locator `/tasks/scratch/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / employment labor](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Aemployment_labor.md) | 0% | SE ±0 pp | 1 / 15 | $0.43 | 1,855.33source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.426654 \| USD \| per_test \| Lower is better \| \| `latency` \| 1855.334 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/employment_labor/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Tax Agent Bench / overall](https://benchize.com/benchmarks/vals-ai%3Atax_agent_bench%3Aoverall.md) | 32.14% | SE ±3.34 pp | 12 / 46 | $0.32 | 1,962.77source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 32.136 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.320948 \| USD \| per_test \| Lower is better \| \| `latency` \| 1962.771 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±3.34 pp sourcePopulation 73 stderr 3.342 tokenTotals {"cache_read_tokens":466865454,"cache_write_tokens":0,"input_tokens":551883325,"output_tokens":70312257,"reasoning_tokens":62154212} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_tax_agent_bench.BFpexnpS.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:11.407Z Evidence SHA-256 `446db182b67efb7923b3187a4040ec3a3ea492b8ad699a2b6d708d714cc063ac` Source locator `/tasks/overall/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Legal Research Bench / family](https://benchize.com/benchmarks/vals-ai%3Alegal_research%3Afamily.md) | 13.64% | SE ±7.49 pp | 28 / 50 | $0.67 | 3,983.98source duration | [Vals AI · 1](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 13.636 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.672496 \| USD \| per_test \| Lower is better \| \| `latency` \| 3983.979 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±7.49 pp sourcePopulation 82 stderr 7.489 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_research.DiuL0R8P.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1 Observed 2026-10-22T02:10:07.934Z Evidence SHA-256 `26c58dfd47d0d2dc86f33c6d056f30309e0ee63570e7cd752c593b385f9d862e` Source locator `/tasks/family/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / funds asset management](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Afunds_asset_management.md) | 10% | SE ±10 pp | 7 / 15 | $0.57 | 1,901.93source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 10 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.565023 \| USD \| per_test \| Lower is better \| \| `latency` \| 1901.926 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±10 pp sourcePopulation 25 stderr 10 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/funds_asset_management/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / criteria pass rate white collar defense investigations](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acriteria_pass_rate__white_collar_defense_investigations.md) | 91.41% | SE ±1.63 pp | 5 / 15 | $0.46 | 1,357.85source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 91.414 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.463122 \| USD \| per_test \| Lower is better \| \| `latency` \| 1357.85 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±1.63 pp sourcePopulation 25 stderr 1.628 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/criteria_pass_rate__white_collar_defense_investigations/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / corporate governance](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Acorporate_governance.md) | 20% | SE ±20 pp | 3 / 15 | $0.63 | 2,097.54source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 20 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.628725 \| USD \| per_test \| Lower is better \| \| `latency` \| 2097.538 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±20 pp sourcePopulation 25 stderr 20 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/corporate_governance/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [Vibe Code Bench v1.1 / overall](https://benchize.com/benchmarks/vals-ai%3Avibe-code%3Aoverall.md) | 73.94% | SE ±4.25 pp | 28 / 59 | $1.15 | 1,263.92source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_vibe_code_bench.DcEBMbCA.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 73.944 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 1.146649 \| USD \| per_test \| Lower is better \| \| `latency` \| 1263.916 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness OpenHands maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±4.25 pp sourcePopulation 116 stderr 4.249 tokenTotals {"cache_read_tokens":3318290676,"cache_write_tokens":0,"input_tokens":3334725307,"output_tokens":8488142,"reasoning_tokens":2462335} ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_vibe_code_bench.DcEBMbCA.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:23.531Z Evidence SHA-256 `0e8c23f521a0f751c5592952620e197b376cade41c78578461b7aa5740a173e7` Source locator `/tasks/overall/minimax~1MiniMax-M3.1-flash` | | | | | | | | | [HLAB-Vals-1.1 / emerging companies venture capital](https://benchize.com/benchmarks/vals-ai%3Ahlab%3Aemerging_companies_venture_capital.md) | 0% | SE ±0 pp | 13 / 15 | $0.44 | 1,523.61source duration | [Vals AI · 1.1](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `accuracy` \| 0 \| percent \| reported \| Higher is better \| \| `cost_per_test` \| 0.437811 \| USD \| per_test \| Lower is better \| \| `latency` \| 1523.606 \| source_duration \| reported_duration \| Lower is better \| ### Configuration computeEffort max harness Not reported maxOutputTokens 262144 provider MiniMax reasoning Not reported Reasoning effort max Temperature 1 topP 0.95 verbosity Not reported ### Reported statistics Uncertainty Standard error: ±0 pp sourcePopulation 25 stderr 0 tokenTotals Not reported ### Source [Original source](https://www.vals.ai/_astro/benchmark_view_legal_agent_benchmark.Cw7zHmfF.json) Source Vals AI Original model label minimax/MiniMax-M3.1-flash Source version 1.1 Observed 2026-10-22T02:10:08.408Z Evidence SHA-256 `4c3d3f27c6d3e03f9dfb3f323728f75edf2695abe4bcb9722fa22acd4221ee98` Source locator `/tasks/emerging_companies_venture_capital/minimax~1MiniMax-M3.1-flash` | | | | | | | | [Next page](https://benchize.com/models/minimax-m3-1-flash-max.md?cursor=c35335ee8a5c9e59d9e60c6cbfa87142208e8c3490e685b6df98ebda25cd6b84) --- Cite as: MiniMax M3.1 FlashMax — Benchize, https://benchize.com/models/minimax-m3-1-flash-max (retrieved 2026-10-22)