# Rapidata SVG generation — Coherence

> Source: Benchize (https://benchize.com) — https://benchize.com/benchmarks/rapidata%3Asvg%3Arlb_1MFkkBzpuU8fTG. When citing or reusing this content, credit "Benchize" and link to https://benchize.com/benchmarks/rapidata%3Asvg%3Arlb_1MFkkBzpuU8fTG.

Human pairwise evaluation of svg outputs, measuring coherence. Scores are fitted using the Bradley–Terry preference model and expressed on the publisher’s Elo scale with 95% confidence intervals.

Canonical URL: https://benchize.com/benchmarks/rapidata%3Asvg%3Arlb_1MFkkBzpuU8fTG
Last updated: Wed, 21 Oct 2026 18:05:10 GMT

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Human pairwise evaluation of svg outputs, measuring coherence. Scores are fitted using the Bradley–Terry preference model and expressed on the publisher’s Elo scale with 95% confidence intervals.

Multimodal · Models tested: 37 · Score publishers: [rapidata](https://www.benchmark.ai/svg)

## Model results

| # | Model | Score | ± |  |
| --- | --- | --- | --- | --- |
| 1 | [GPT-6 Astra](https://benchize.com/models/gpt-6-astra.md) | 1,374.31elo | CI 1,354.59–1,394.03 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1374.3127829226553 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1UTasGEdHyT3rB sourceModelVersion gpt-6-astra weighted false ### Reported statistics Uncertainty Confidence interval: 1,354.59–1,394.03 confidenceIntervalLowerOffset 19.72016797553306 confidenceIntervalUpperOffset 19.72016797553306 totalMatches 7301 wins 4810 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label gpt-6-astra Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/2` |  |  |  |  |
| 2 | [GPT-6.1 Sol](https://benchize.com/models/gpt-6-1-sol.md) | 1,292.44elo | CI 1,264.34–1,320.54 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1292.4395206404427 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1WZA3S9cLmH0ve sourceModelVersion gpt-6.1-sol weighted false ### Reported statistics Uncertainty Confidence interval: 1,264.34–1,320.54 confidenceIntervalLowerOffset 28.103759198754005 confidenceIntervalUpperOffset 28.103759198754005 totalMatches 3548 wins 2381 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label gpt-6.1-sol Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/3` |  |  |  |  |
| 3 | [Claude Fable 5.1](https://benchize.com/models/claude-fable-5-1.md) | 1,206.97elo | CI 1,188.33–1,225.62 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1206.974599942389 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1U5GPfG7E8fC1J sourceModelVersion claude-fable-5.1 weighted false ### Reported statistics Uncertainty Confidence interval: 1,188.33–1,225.62 confidenceIntervalLowerOffset 18.645034891519572 confidenceIntervalUpperOffset 18.645034891519344 totalMatches 7507 wins 4220.5 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label claude-fable-5.1 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/6` |  |  |  |  |
| 4 | [Claude Fable 5](https://benchize.com/models/claude-fable-5.md) | 1,202.77elo | CI 1,188.34–1,217.2 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1202.7713574718937 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFl8sgmdmfb8S sourceModelVersion claude-fable-5 weighted false ### Reported statistics Uncertainty Confidence interval: 1,188.34–1,217.2 confidenceIntervalLowerOffset 14.430844237807833 confidenceIntervalUpperOffset 14.430844237807833 totalMatches 12784 wins 7662 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label claude-fable-5 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/7` |  |  |  |  |
| 5 | [Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5.md) | 1,178.69elo | CI 1,152.51–1,204.88 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1178.694403638135 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1VuObOzOuUSxTC sourceModelVersion claude-opus-5.5 weighted false ### Reported statistics Uncertainty Confidence interval: 1,152.51–1,204.88 confidenceIntervalLowerOffset 26.188126767716767 confidenceIntervalUpperOffset 26.188126767716767 totalMatches 3752 wins 2275.5 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label claude-opus-5.5 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/8` |  |  |  |  |
| 6 | [Claude Sonnet 5.5](https://benchize.com/models/claude-sonnet-5-5.md) | 1,156.68elo | CI 1,129.92–1,183.43 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1156.6759335311722 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1WTTMAZoeeConj sourceModelVersion claude-sonnet-5.5 weighted false ### Reported statistics Uncertainty Confidence interval: 1,129.92–1,183.43 confidenceIntervalLowerOffset 26.755956613254966 confidenceIntervalUpperOffset 26.755956613254966 totalMatches 3601 wins 2139 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label claude-sonnet-5.5 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/9` |  |  |  |  |
| 7 | [GPT-6 Sol](https://benchize.com/models/gpt-6-sol.md) | 1,150.6elo | CI 1,124.76–1,176.43 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1150.59511031662 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1VuaG2XLSHlJFZ sourceModelVersion gpt-6-sol weighted false ### Reported statistics Uncertainty Confidence interval: 1,124.76–1,176.43 confidenceIntervalLowerOffset 25.83978951680365 confidenceIntervalUpperOffset 25.83978951680365 totalMatches 3807 wins 2246 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label gpt-6-sol Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/12` |  |  |  |  |
| 8 | [Claude Opus 4.8](https://benchize.com/models/claude-opus-4-8.md) | 1,119.17elo | CI 1,105.7–1,132.64 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1119.1734096464713 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFktZvas05x17 sourceModelVersion claude-opus-4-8 weighted false ### Reported statistics Uncertainty Confidence interval: 1,105.7–1,132.64 confidenceIntervalLowerOffset 13.470183678518197 confidenceIntervalUpperOffset 13.470183678518197 totalMatches 14459 wins 8621 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label claude-opus-4-8 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/16` |  |  |  |  |
| 9 | [Claude Opus 4.7](https://benchize.com/models/claude-opus-4-7.md) | 1,089.11elo | CI 1,073.01–1,105.2 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1089.1067495776433 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFkpiOxkRXc0p sourceModelVersion claude-opus-4-7 weighted false ### Reported statistics Uncertainty Confidence interval: 1,073.01–1,105.2 confidenceIntervalLowerOffset 16.092059743047457 confidenceIntervalUpperOffset 16.092059743047457 totalMatches 9735 wins 5470 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label claude-opus-4-7 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/19` |  |  |  |  |
| 10 | [Claude Opus 5](https://benchize.com/models/claude-opus-5.md) | 1,081.36elo | CI 1,063.51–1,099.21 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1081.3606930666897 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1SfXO7B9TVx3E2 sourceModelVersion claude-opus-5 weighted false ### Reported statistics Uncertainty Confidence interval: 1,063.51–1,099.21 confidenceIntervalLowerOffset 17.8527012292559 confidenceIntervalUpperOffset 17.8527012292559 totalMatches 7947 wins 4430.5 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label claude-opus-5 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/21` |  |  |  |  |
| 11 | [Recraft V4.1 Pro Vector](https://benchize.com/models/recraft-v4-1-pro-vector.md) | 1,068.24elo | CI 1,043.64–1,092.83 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1068.2362938668443 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1USVRxipeTnLie sourceModelVersion recraft-v4.1-pro-vector weighted false ### Reported statistics Uncertainty Confidence interval: 1,043.64–1,092.83 confidenceIntervalLowerOffset 24.594043328191674 confidenceIntervalUpperOffset 24.5940433281919 totalMatches 4178 wins 2254 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label recraft-v4.1-pro-vector Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/24` |  |  |  |  |
| 12 | [Recraft V4.1 Vector](https://benchize.com/models/recraft-v4-1-vector.md) | 1,067.66elo | CI 1,043.24–1,092.08 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1067.6599667334856 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1USVQ0sk0HX57c sourceModelVersion recraft-v4.1-vector weighted false ### Reported statistics Uncertainty Confidence interval: 1,043.24–1,092.08 confidenceIntervalLowerOffset 24.421215648230145 confidenceIntervalUpperOffset 24.421215648230145 totalMatches 4244 wins 2289 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label recraft-v4.1-vector Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/25` |  |  |  |  |
| 13 | [Muse Spark 1.3](https://benchize.com/models/muse-spark-1-3.md) | 1,066.55elo | CI 1,043.28–1,089.82 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1066.5495096957052 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1U5GLtvnzDJIgG sourceModelVersion muse-spark-1.3 weighted false ### Reported statistics Uncertainty Confidence interval: 1,043.28–1,089.82 confidenceIntervalLowerOffset 23.271041781974418 confidenceIntervalUpperOffset 23.271041781974418 totalMatches 4595 wins 2480.5 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label muse-spark-1.3 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/26` |  |  |  |  |
| 14 | [Grok 4.6](https://benchize.com/models/grok-4-6.md) | 1,036.18elo | CI 1,017.28–1,055.08 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1036.1804111331016 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1SfXZfBU6YOfT0 sourceModelVersion grok-4.6 weighted false ### Reported statistics Uncertainty Confidence interval: 1,017.28–1,055.08 confidenceIntervalLowerOffset 18.897234872966465 confidenceIntervalUpperOffset 18.897234872966465 totalMatches 7098 wins 3746.5 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label grok-4.6 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/28` |  |  |  |  |
| 15 | [Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6.md) | 1,027.54elo | CI 1,014.17–1,040.91 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1027.5406409424181 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFkkvXc8LU68O sourceModelVersion claude-opus-4-6 weighted false ### Reported statistics Uncertainty Confidence interval: 1,014.17–1,040.91 confidenceIntervalLowerOffset 13.37397728749147 confidenceIntervalUpperOffset 13.37397728749147 totalMatches 14128 wins 7625 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label claude-opus-4-6 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/31` |  |  |  |  |
| 16 | [Muse Spark 1.2](https://benchize.com/models/muse-spark-1-2.md) | 1,010.81elo | CI 991.78–1,029.85 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1010.8119352938138 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1SfXdIM0YCuNxN sourceModelVersion muse-spark-1.2 weighted false ### Reported statistics Uncertainty Confidence interval: 991.78–1,029.85 confidenceIntervalLowerOffset 19.03589079063306 confidenceIntervalUpperOffset 19.035890790633175 totalMatches 6872 wins 3517 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label muse-spark-1.2 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/32` |  |  |  |  |
| 17 | [Claude Sonnet 5](https://benchize.com/models/claude-sonnet-5.md) | 1,000.38elo | CI 976.79–1,023.97 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1000.3789686032364 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1U5GREiZ6VzNob sourceModelVersion claude-sonnet-5 weighted false ### Reported statistics Uncertainty Confidence interval: 976.79–1,023.97 confidenceIntervalLowerOffset 23.592523115382846 confidenceIntervalUpperOffset 23.592523115382846 totalMatches 4380 wins 2185 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label claude-sonnet-5 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/36` |  |  |  |  |
| 18 | [GPT-6 Luna](https://benchize.com/models/gpt-6-luna.md) | 995.93elo | CI 970.48–1,021.38 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 995.9300268073989 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1VuaG6iJYihHJZ sourceModelVersion gpt-6-luna weighted false ### Reported statistics Uncertainty Confidence interval: 970.48–1,021.38 confidenceIntervalLowerOffset 25.445572365261796 confidenceIntervalUpperOffset 25.445572365261796 totalMatches 3808 wins 1892 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label gpt-6-luna Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/37` |  |  |  |  |
| 19 | [MiMo-V2.5-Pro](https://benchize.com/models/mimo-v2-5-pro.md) | 995.16elo | CI 980.58–1,009.73 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 995.1568278425044 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFlplt4oURk2R sourceModelVersion mimo-v2.5-pro weighted false ### Reported statistics Uncertainty Confidence interval: 980.58–1,009.73 confidenceIntervalLowerOffset 14.574565340957747 confidenceIntervalUpperOffset 14.574565340957633 totalMatches 11852 wins 6076 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label mimo-v2.5-pro Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/38` |  |  |  |  |
| 20 | [MiniMax M3](https://benchize.com/models/minimax-m3.md) | 956.97elo | CI 943.2–970.74 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 956.9707873930043 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFltlQRYSJKls sourceModelVersion minimax-m3 weighted false ### Reported statistics Uncertainty Confidence interval: 943.2–970.74 confidenceIntervalLowerOffset 13.771164804515479 confidenceIntervalUpperOffset 13.771164804515365 totalMatches 13283 wins 6536 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label minimax-m3 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/42` |  |  |  |  |
| 21 | [Claude Sonnet 4.6](https://benchize.com/models/claude-sonnet-4-6.md) | 956.84elo | CI 942.68–971.01 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 956.8428648376268 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFlFMfOmmSOCS sourceModelVersion claude-sonnet-4.6 weighted false ### Reported statistics Uncertainty Confidence interval: 942.68–971.01 confidenceIntervalLowerOffset 14.164434584410174 confidenceIntervalUpperOffset 14.164434584410174 totalMatches 12494 wins 6125 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label claude-sonnet-4.6 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/43` |  |  |  |  |
| 22 | [Gemini 3.1 Pro Preview](https://benchize.com/models/gemini-3-1-pro-preview.md) | 922.23elo | CI 908.62–935.85 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 922.2308013422187 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFl49p61xwRyK sourceModelVersion gemini-3.1-pro-preview weighted false ### Reported statistics Uncertainty Confidence interval: 908.62–935.85 confidenceIntervalLowerOffset 13.614601573391496 confidenceIntervalUpperOffset 13.61460157339161 totalMatches 13753 wins 6514 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label gemini-3.1-pro-preview Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/47` |  |  |  |  |
| 23 | [DeepSeek V4.1 Flash](https://benchize.com/models/deepseek-v4-1-flash.md) | 919.71elo | CI 887.88–951.54 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 919.7093805238612 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1Ufa7GRhUiMfuj sourceModelVersion deepseek-v4.1-flash weighted false ### Reported statistics Uncertainty Confidence interval: 887.88–951.54 confidenceIntervalLowerOffset 31.827011978945393 confidenceIntervalUpperOffset 31.827011978945393 totalMatches 2483 wins 1106 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label deepseek-v4.1-flash Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/48` |  |  |  |  |
| 24 | [Grok 4.20 Multi Agent](https://benchize.com/models/grok-4-20-multi-agent.md) | 892.39elo | CI 875.93–908.84 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 892.3871045674691 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFlbUFhJTV88K sourceModelVersion grok-4.20-multi-agent weighted false ### Reported statistics Uncertainty Confidence interval: 875.93–908.84 confidenceIntervalLowerOffset 16.457706517459883 confidenceIntervalUpperOffset 16.457706517459883 totalMatches 9366 wins 4121.5 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label grok-4.20-multi-agent Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/49` |  |  |  |  |
| 25 | [Muse Wonder](https://benchize.com/models/muse-wonder.md) | 881.66elo | CI 854.2–909.13 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 881.6619499026069 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1XneOLqGOEIX5L sourceModelVersion muse-wonder weighted false ### Reported statistics Uncertainty Confidence interval: 854.2–909.13 confidenceIntervalLowerOffset 27.46376129583041 confidenceIntervalUpperOffset 27.46376129583041 totalMatches 3343 wins 1433 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label muse-wonder Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/50` |  |  |  |  |
| 26 | [Space Bunny Alpha](https://benchize.com/models/space-bunny-alpha.md) | 868.39elo | CI 841.96–894.82 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 868.388067082337 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1W0b2Tvf9I5hb9 sourceModelVersion space-bunny-alpha weighted false ### Reported statistics Uncertainty Confidence interval: 841.96–894.82 confidenceIntervalLowerOffset 26.430444196358053 confidenceIntervalUpperOffset 26.430444196358053 totalMatches 3655 wins 1536 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label space-bunny-alpha Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/52` |  |  |  |  |
| 27 | [Gemini 3.5 Flash](https://benchize.com/models/gemini-3-5-flash.md) | 835.52elo | CI 821.44–849.61 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 835.522832781208 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFl7Da7c7ILnh sourceModelVersion gemini-3.5-flash weighted false ### Reported statistics Uncertainty Confidence interval: 821.44–849.61 confidenceIntervalLowerOffset 14.08767529585748 confidenceIntervalUpperOffset 14.087675295857366 totalMatches 13127 wins 5481 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label gemini-3.5-flash Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/53` |  |  |  |  |
| 28 | [Muse Spark Open](https://benchize.com/models/muse-spark-open.md) | 828.45elo | CI 800.21–856.69 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 828.4480035091531 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1YQHvUwA1WKcTD sourceModelVersion muse-spark-open weighted false ### Reported statistics Uncertainty Confidence interval: 800.21–856.69 confidenceIntervalLowerOffset 28.241448717059598 confidenceIntervalUpperOffset 28.241448717059598 totalMatches 3200 wins 1271 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label muse-spark-open Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/54` |  |  |  |  |
| 29 | [Mistral Large 3](https://benchize.com/models/mistral-large-3.md) | 827.22elo | CI 809.91–844.53 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 827.219825000866 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFm6FUSnthmKA sourceModelVersion mistral-large-3 weighted false ### Reported statistics Uncertainty Confidence interval: 809.91–844.53 confidenceIntervalLowerOffset 17.31386599796781 confidenceIntervalUpperOffset 17.31386599796781 totalMatches 8763 wins 3502 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label mistral-large-3 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/55` |  |  |  |  |
| 30 | [DeepSeek V4 Flash](https://benchize.com/models/deepseek-v4-flash.md) | 824.09elo | CI 810.15–838.02 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 824.0854688156561 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFlJRdB8cayLk sourceModelVersion deepseek-v4-flash weighted false ### Reported statistics Uncertainty Confidence interval: 810.15–838.02 confidenceIntervalLowerOffset 13.936427696304122 confidenceIntervalUpperOffset 13.936427696304236 totalMatches 13316 wins 5490.5 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label deepseek-v4-flash Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/56` |  |  |  |  |
| 31 | [Gemini 3.8 Flash](https://benchize.com/models/gemini-3-8-flash.md) | 817.4elo | CI 793.41–841.39 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 817.3998254093667 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1U5GNxRa1BnOvM sourceModelVersion gemini-3.8-flash weighted false ### Reported statistics Uncertainty Confidence interval: 793.41–841.39 confidenceIntervalLowerOffset 23.994557892282273 confidenceIntervalUpperOffset 23.994557892282273 totalMatches 4522 wins 1761 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label gemini-3.8-flash Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/58` |  |  |  |  |
| 32 | [Gemini 3.7 Flash](https://benchize.com/models/gemini-3-7-flash.md) | 816.61elo | CI 798.12–835.11 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 816.6129360471012 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1SfXSEUZiGlkGa sourceModelVersion gemini-3.7-flash weighted false ### Reported statistics Uncertainty Confidence interval: 798.12–835.11 confidenceIntervalLowerOffset 18.493697841088647 confidenceIntervalUpperOffset 18.493697841088647 totalMatches 7656 wins 3029.5 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label gemini-3.7-flash Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/59` |  |  |  |  |
| 33 | [Mistral Medium 3.5](https://benchize.com/models/mistral-medium-3-5.md) | 783.91elo | CI 769.18–798.64 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 783.9076395796467 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFmBWcCBCPu35 sourceModelVersion mistral-medium-3.5 weighted false ### Reported statistics Uncertainty Confidence interval: 769.18–798.64 confidenceIntervalLowerOffset 14.72829464588608 confidenceIntervalUpperOffset 14.728294645886194 totalMatches 12321 wins 4743.5 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label mistral-medium-3.5 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/60` |  |  |  |  |
| 34 | [Grok 4.7](https://benchize.com/models/grok-4-7.md) | 780elo | CI 746.34–813.66 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 779.9978898562144 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1VoMvzV1yVIKJW sourceModelVersion grok-4.7 weighted false ### Reported statistics Uncertainty Confidence interval: 746.34–813.66 confidenceIntervalLowerOffset 33.66172347736472 confidenceIntervalUpperOffset 33.66172347736472 totalMatches 2330 wins 860 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label grok-4.7 Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/61` |  |  |  |  |
| 35 | [Gemini 4 Argon](https://benchize.com/models/gemini-4-argon.md) | 778.06elo | CI 749.35–806.76 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 778.0561314718566 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1Xsgz12KP2Vun0 sourceModelVersion gemini-4-argon weighted false ### Reported statistics Uncertainty Confidence interval: 749.35–806.76 confidenceIntervalLowerOffset 28.70796142947063 confidenceIntervalUpperOffset 28.707961429470515 totalMatches 3295 wins 1213 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label gemini-4-argon Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/62` |  |  |  |  |
| 36 | [DeepSeek V4 Pro](https://benchize.com/models/deepseek-v4-pro.md) | 704.78elo | CI 687.01–722.54 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 704.7768181384093 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1MFlMvFnF7SJTw sourceModelVersion deepseek-v4-pro weighted false ### Reported statistics Uncertainty Confidence interval: 687.01–722.54 confidenceIntervalLowerOffset 17.761890441738956 confidenceIntervalUpperOffset 17.761890441738956 totalMatches 8893 wins 2937 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label deepseek-v4-pro Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/66` |  |  |  |  |
| 37 | [Ling 3.1 Flash](https://benchize.com/models/ling-3-1-flash.md) | 612.12elo | CI 582.62–641.63 |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 612.1238680465941 \| elo \| rlb_1MFkkBzpuU8fTG \| Higher is better \| ### Configuration benchmarkId bmk_1MFkc3sXfbKCqf criterion rlb_1MFkkBzpuU8fTG participantId par_1WiuGeiZXt8pTn sourceModelVersion ling-3.1-flash weighted false ### Reported statistics Uncertainty Confidence interval: 582.62–641.63 confidenceIntervalLowerOffset 29.507686568381473 confidenceIntervalUpperOffset 29.507686568381473 totalMatches 3491 wins 974 ### Source [Original source](https://api.rapidata.ai/benchmark/bmk_1MFkc3sXfbKCqf/standings/query?leaderboard_id%5Beq%5D=rlb_1MFkkBzpuU8fTG) Source rapidata Original model label ling-3.1-flash Source version v1 Observed 2026-10-21T16:37:39.715Z Evidence SHA-256 `aa3cb94ff16f544c58adeea35b9087d281c785058b8ce1ae0f98a7ff84920930` Source locator `/items/68` |  |  |  |  |

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Cite as: Rapidata SVG generation — Coherence — Benchize, https://benchize.com/benchmarks/rapidata%3Asvg%3Arlb_1MFkkBzpuU8fTG (retrieved 2026-10-21)
