# Gemini 3.1 ProHigh

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Canonical URL: https://benchize.com/models/gemini-3-1-pro-high
Last updated: Thu, 22 Oct 2026 06:30:09 GMT

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## Benchmarks

| Benchmark | Score | Rank | Cost | Source |  |
| --- | --- | --- | --- | --- | --- |
| [APEX-Agents](https://benchize.com/benchmarks/mercor%3Aapex-agents%3A1.1.md) | 35.1% | 30 / 38 | — | [mercor · 1.1](https://www.mercor.com/apex/apex-agents-leaderboard/) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `pass_1` \| 35.1 \| percent \| task_completion_pass_at_1 \| Higher is better \| \| `mean_score` \| 52.2 \| 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":4.7,"pass_1":5} sampleSize 960 ### Source [Original source](https://www.mercor.com/apex/apex-agents-leaderboard/) Source mercor Original model label Gemini 3.1 Pro Source version 1.1 Observed 2026-10-22T03:20:05.238Z Evidence SHA-256 `9a5cc96c60cc0788561a54a64689121504d26058f7690c1106f2490706183370` Source locator `/__NEXT_DATA__/props/pageProps/leaderboardData/27` |  |  |  |  |  |
| [FrontierCode 1 extended](https://benchize.com/benchmarks/frontiercode%3Av1%3Aextended.md) | 33.07% | 26 / 39 | $2.21 | [frontiercode](https://cognition.com/data/frontiercode-leaderboard/data.json) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 0.3307 \| score_fraction \| blocking_criteria_adjusted \| Higher is better \| \| `correct` \| 0.3633 \| score_fraction \| raw_rubric \| Higher is better \| \| `cost` \| 2.2139 \| USD \| per_rollout \| Lower is better \| ### Configuration harness gemini-cli Reasoning effort high sourceVersion v1 subset extended ### Reported statistics flaggedRate Not reported sampleSize 150 ### Source [Original source](https://cognition.com/data/frontiercode-leaderboard/data.json) Source frontiercode Original model label Gemini 3.1 Pro Observed 2026-10-22T05:40:03.220Z Evidence SHA-256 `ff0040778b7bdf69c705ad7474f771fb5e53cfaf5cf8573b3a4614153543d75f` Source locator `/v1/data/Gemini%203.1%20Pro/high/extended` |  |  |  |  |  |
| [FrontierCode 1 main](https://benchize.com/benchmarks/frontiercode%3Av1%3Amain.md) | 16.68% | 23 / 39 | $2.41 | [frontiercode](https://cognition.com/data/frontiercode-leaderboard/data.json) |  |
| ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `score` \| 0.1668 \| score_fraction \| blocking_criteria_adjusted \| Higher is better \| \| `correct` \| 0.185 \| score_fraction \| raw_rubric \| Higher is better \| \| `cost` \| 2.4112 \| USD \| per_rollout \| Lower is better \| ### Configuration harness gemini-cli Reasoning effort high sourceVersion v1 subset main ### Reported statistics flaggedRate Not reported sampleSize 100 ### Source [Original source](https://cognition.com/data/frontiercode-leaderboard/data.json) Source frontiercode Original model label Gemini 3.1 Pro Observed 2026-10-22T05:40:03.220Z Evidence SHA-256 `ff0040778b7bdf69c705ad7474f771fb5e53cfaf5cf8573b3a4614153543d75f` Source locator `/v1/data/Gemini%203.1%20Pro/high/main` |  |  |  |  |  |

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Cite as: Gemini 3.1 ProHigh — Benchize, https://benchize.com/models/gemini-3-1-pro-high (retrieved 2026-10-22)