# InklingHigh

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Thinking Machines

Canonical URL: https://benchize.com/models/inkling-high
Last updated: Thu, 22 Oct 2026 07:10:12 GMT

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Thinking Machines

## Benchmarks

| Benchmark | Score | ± | Rank | Source |  |
| --- | --- | --- | --- | --- | --- |
| [APEX-Agents](https://benchize.com/benchmarks/mercor%3Aapex-agents%3A1.1.md) | 33.8% | — | 31 / 38 | [mercor · 1.1](https://www.mercor.com/apex/apex-agents-leaderboard/) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `pass_1` \| 33.8 \| percent \| task_completion_pass_at_1 \| Higher is better \| \| `mean_score` \| 48.8 \| percent \| rubric_mean \| Higher is better \| ### Configuration datasetUrl https://huggingface.co/datasets/mercor/apex-agents-v1.1 datasetVersion 1.1 harness loop_truncated_tools_agent Reasoning effort high ### Reported statistics reportedErrors {"mean_score":4.8,"pass_1":4.9} sampleSize 946 ### Source [Original source](https://www.mercor.com/apex/apex-agents-leaderboard/) Source mercor Original model label Inkling Source version 1.1 Observed 2026-10-22T03:20:05.238Z Evidence SHA-256 `9a5cc96c60cc0788561a54a64689121504d26058f7690c1106f2490706183370` Source locator `/__NEXT_DATA__/props/pageProps/leaderboardData/28` |  |  |  |  |  |
| [τ³-Banking](https://benchize.com/benchmarks/mercor%3Atau3-banking.md) | 15.5% | — | 24 / 24 | [mercor](https://www.mercor.com/apex/partner-benchmarks/tau-3-banking-leaderboard/) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `pass_1` \| 15.5 \| percent \| task_completion_pass_at_1 \| Higher is better \| ### Configuration datasetUrl Not reported datasetVersion Not reported harness Not reported Reasoning effort high ### Reported statistics reportedErrors {"pass_1":5.8} sampleSize 291 ### Source [Original source](https://www.mercor.com/apex/partner-benchmarks/tau-3-banking-leaderboard/) Source mercor Original model label Inkling Observed 2026-10-22T03:20:05.405Z Evidence SHA-256 `fa869420736c67de0bffb601637aaf007228018a6588ca76b71cdec23317ecde` Source locator `/__NEXT_DATA__/props/pageProps/leaderboard/rows/13` |  |  |  |  |  |
| [ToneBench Scriptwriting](https://benchize.com/benchmarks/tonebench%3Ascripts.md) | 1,062.8 | Range 979.3–1,129.3 | 102 / 126 | [tonebench](https://benchmark.towardsai.com/data/leaderboard.json) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 1062.8 \| rating \| reported \| Higher is better \| \| `overall` \| 68.77 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 58.52 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 69.14 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 70.09 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 72.66 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 66.42 \| source_score \| rubric \| Higher is better \| \| `slop` \| 66.6 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 74.69 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 73.36 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 65.9 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 66.35 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 68.54 \| source_score \| rubric \| Higher is better \| ### Configuration provider together Reasoning effort high scoreScope 10_task_current sourceConfiguration inkling-high-tg thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 979.3–1,129.3 interval [979.3,1129.3] rank 106 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label Inkling (high) Evaluated 2026-10-08 Observed 2026-10-22T04:40:14.102Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/105` |  |  |  |  |  |

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Cite as: InklingHigh — Benchize, https://benchize.com/models/inkling-high (retrieved 2026-10-22)