# GPT-6.1 SolMedium

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OpenAI

Canonical URL: https://benchize.com/models/gpt-6-1-sol-medium
Last updated: Wed, 21 Oct 2026 18:52:20 GMT

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OpenAI

## Benchmarks

| Benchmark | Score | ± | Rank | Cost | Source |  |
| --- | --- | --- | --- | --- | --- | --- |
| [FrontierCode 1.1 main](https://benchize.com/benchmarks/frontiercode%3Av1_1%3Amain.md) | 50.23% | — | 16 / 125 | $0.36 | [frontiercode](https://cognition.com/data/frontiercode-leaderboard/data.json) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 0.5023 \| score_fraction \| blocking_criteria_adjusted \| Higher is better \| \| `correct` \| 0.558 \| score_fraction \| raw_rubric \| Higher is better \| \| `cost` \| 0.3607 \| USD \| per_rollout \| Lower is better \| ### Configuration harness codex Reasoning effort medium sourceVersion v1_1 subset main ### Reported statistics flaggedRate 0.004 sampleSize 100 ### Source [Original source](https://cognition.com/data/frontiercode-leaderboard/data.json) Source frontiercode Original model label GPT-6.1 Sol Observed 2026-10-21T16:31:00.878Z Evidence SHA-256 `ff0040778b7bdf69c705ad7474f771fb5e53cfaf5cf8573b3a4614153543d75f` Source locator `/v1_1/data/GPT-6.1%20Sol/medium/main` |  |  |  |  |  |  |
| [ARC-AGI-3](https://benchize.com/benchmarks/arc-prize%3Av3_Semi_Private.md) | 10.57% | — | 13 / 53 | 7,369.78usd | [arc prize · v3](https://arcprize.org/media/data/leaderboard/v3.json) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 0.10568764673656195 \| score_fraction \| v3_Semi_Private \| Higher is better \| \| `total_cost` \| 7369.782166 \| usd \| v3_Semi_Private \| Lower is better \| ### Configuration evaluationSplit v3_Semi_Private harness standard modelGroup openai-gpt-6-1-sol modelType CoT Reasoning effort medium sourceModelVersion openai-gpt-6-1-sol-medium thinkingEnabled true ### Source [Original source](https://arcprize.org/media/data/leaderboard/v3.json) Source arc prize Original model label GPT-6.1 Sol (Medium) Source version v3 Observed 2026-10-21T16:34:21.112Z Evidence SHA-256 `1aaee2199f8c6d9b5a589aab2fd2480a729e9132f8cf8fbf7b49f81dbd5b2c49` Source locator `/evaluations/72` |  |  |  |  |  |  |
| [FrontierCode 1.1 extended](https://benchize.com/benchmarks/frontiercode%3Av1_1%3Aextended.md) | 60.4% | — | 26 / 125 | $0.31 | [frontiercode](https://cognition.com/data/frontiercode-leaderboard/data.json) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 0.604 \| score_fraction \| blocking_criteria_adjusted \| Higher is better \| \| `correct` \| 0.6653 \| score_fraction \| raw_rubric \| Higher is better \| \| `cost` \| 0.3092 \| USD \| per_rollout \| Lower is better \| ### Configuration harness codex Reasoning effort medium sourceVersion v1_1 subset extended ### Reported statistics flaggedRate 0.0027 sampleSize 150 ### Source [Original source](https://cognition.com/data/frontiercode-leaderboard/data.json) Source frontiercode Original model label GPT-6.1 Sol Observed 2026-10-21T16:31:00.878Z Evidence SHA-256 `ff0040778b7bdf69c705ad7474f771fb5e53cfaf5cf8573b3a4614153543d75f` Source locator `/v1_1/data/GPT-6.1%20Sol/medium/extended` |  |  |  |  |  |  |
| [NC Bench](https://benchize.com/benchmarks/nc-bench%3Aoverall.md) | 95.88% | — | 2 / 144 | — | [nc bench](https://www.nc-bench.com/models) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 95.88 \| percent \| reported \| Higher is better \| \| `tooling` \| 100 \| percent \| category \| Higher is better \| \| `creative_writing` \| 92.05 \| percent \| category \| Higher is better \| \| `language` \| 100 \| percent \| category \| Higher is better \| \| `utility` \| 99.97 \| percent \| category \| Higher is better \| \| `reasoning` \| 97.06 \| percent \| category \| Higher is better \| \| `text_editing` \| 97.04 \| percent \| category \| Higher is better \| \| `rule_following` \| 86.06 \| percent \| category \| Higher is better \| \| `hallucination` \| 94.9 \| percent \| category \| Higher is better \| ### Configuration Reasoning effort medium Model configuration GPT-6.1 Sol (Reasoning, Medium) thinkingEnabled true ### Source [Original source](https://www.nc-bench.com/models) Source nc bench Original model label GPT-6.1 Sol (Reasoning, Medium) Observed 2026-10-21T16:31:48.370Z Evidence SHA-256 `ec261022458543624b08a136d01f5a2f0666cd52ffb49c64d6ca983e8543d1b5` Source locator `/rows/2` |  |  |  |  |  |  |
| [ARC-AGI-1](https://benchize.com/benchmarks/arc-prize%3Av1_Semi_Private.md) | 95.5% | — | 30 / 213 | 0.05usd per task | [arc prize · v1](https://arcprize.org/media/data/leaderboard/v1.json) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 0.955 \| score_fraction \| v1_Semi_Private \| Higher is better \| \| `cost_per_task` \| 0.04992494 \| usd_per_task \| v1_Semi_Private \| Lower is better \| ### Configuration evaluationSplit v1_Semi_Private harness Not reported modelGroup openai-gpt-6-1-sol modelType CoT Reasoning effort medium sourceModelVersion openai-gpt-6-1-sol-medium thinkingEnabled true ### Source [Original source](https://arcprize.org/media/data/leaderboard/v1.json) Source arc prize Original model label GPT-6.1 Sol (Medium) Source version v1 Observed 2026-10-21T16:34:20.378Z Evidence SHA-256 `302d8267c0522bf450ec1deeac4d060e2cf2fb444ba0a4269014d9535de0bd1f` Source locator `/evaluations/256` |  |  |  |  |  |  |
| [ToneBench Scriptwriting](https://benchize.com/benchmarks/tonebench%3Ascripts.md) | 2,019.5 | Range 1,982.6–2,049.7 | 29 / 126 | — | [tonebench](https://benchmark.towardsai.com/data/leaderboard.json) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `elo` \| 2019.5 \| rating \| reported \| Higher is better \| \| `overall` \| 81 \| percent \| reported \| Higher is better \| \| `anti_slop_numbers` \| 79.36 \| source_score \| rubric \| Higher is better \| \| `continuity_emotion` \| 80.15 \| source_score \| rubric \| Higher is better \| \| `cue_quality` \| 80.55 \| source_score \| rubric \| Higher is better \| \| `hook_strength` \| 81.83 \| source_score \| rubric \| Higher is better \| \| `length_adherence` \| 85.13 \| source_score \| rubric \| Higher is better \| \| `slop` \| 87.95 \| source_score \| rubric \| Higher is better \| \| `slop_score` \| 96.54 \| source_score \| rubric \| Higher is better \| \| `substance_accuracy` \| 85.77 \| source_score \| rubric \| Higher is better \| \| `tone_voice` \| 77.23 \| source_score \| rubric \| Higher is better \| \| `writing_quality` \| 78.2 \| source_score \| rubric \| Higher is better \| \| `youtube_best_practices` \| 78.87 \| source_score \| rubric \| Higher is better \| ### Configuration provider codex Reasoning effort medium scoreScope 10_task_current sourceConfiguration gpt-6-1-sol-medium thinkingEnabled true ### Reported statistics Uncertainty Reported interval: 1,982.6–2,049.7 interval [1982.6,2049.7] rank 29 runCount 5 ### Source [Original source](https://benchmark.towardsai.com/data/leaderboard.json) Source tonebench Original model label GPT-6.1 Sol (medium) Evaluated 2026-10-11 Observed 2026-10-21T16:32:48.862Z Evidence SHA-256 `4264338337f418d3ded7ace250cad64fe12cacbd4b79a312bfaf0ae9268a01c3` Source locator `/rows/28` |  |  |  |  |  |  |
| [ARC-AGI-2](https://benchize.com/benchmarks/arc-prize%3Av2_Semi_Private.md) | 86.67% | — | 26 / 212 | 0.1usd per task | [arc prize · v2](https://arcprize.org/media/data/leaderboard/v2.json) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 0.8666666666666667 \| score_fraction \| v2_Semi_Private \| Higher is better \| \| `cost_per_task` \| 0.10037736666666668 \| usd_per_task \| v2_Semi_Private \| Lower is better \| ### Configuration evaluationSplit v2_Semi_Private harness Not reported modelGroup openai-gpt-6-1-sol modelType CoT Reasoning effort medium sourceModelVersion openai-gpt-6-1-sol-medium thinkingEnabled true ### Source [Original source](https://arcprize.org/media/data/leaderboard/v2.json) Source arc prize Original model label GPT-6.1 Sol (Medium) Source version v2 Observed 2026-10-21T16:34:20.750Z Evidence SHA-256 `bca68e12cc9a01954ae21b641844c1ecbabe146cb24b87f0f8e9b1db27433c29` Source locator `/evaluations/259` |  |  |  |  |  |  |

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Cite as: GPT-6.1 SolMedium — Benchize, https://benchize.com/models/gpt-6-1-sol-medium (retrieved 2026-10-21)