# Arena vision / homework (config: vision) > Source: Benchize (https://benchize.com) — https://benchize.com/benchmarks/benchmark%3Avision%3Ahomework--config-vision. When citing or reusing this content, credit "Benchize" and link to https://benchize.com/benchmarks/benchmark%3Avision%3Ahomework--config-vision. Human pairwise preferences on homework prompts in Arena’s vision evaluation. The original organizer publishes model ratings and uncertainty; these are preference ratings rather than task accuracy. Canonical URL: https://benchize.com/benchmarks/benchmark%3Avision%3Ahomework--config-vision Last updated: Wed, 21 Oct 2026 18:52:20 GMT Reproduction and quotation must name Benchize, link to the canonical HTML URL, and retain individual source citations. Human pairwise preferences on homework prompts in Arena’s vision evaluation. The original organizer publishes model ratings and uncertainty; these are preference ratings rather than task accuracy. Multimodal · Models tested: 73 · Score publishers: [Arena](https://huggingface.co/datasets/lmarena-ai/leaderboard-dataset) ## Model results | # | Model | Score | | | --- | --- | --- | --- | | 1 | [Claude Opus 5.5](https://benchize.com/models/claude-opus-5-5-high.md)High | 1,362.08 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1362.078523439631 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1332.6653524446483 rank 1 upper 1391.4916944346135 variance 225.20991851313468 votes 422 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Opus 5.5 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/808/row` | | | | | 2 | [Claude Fable 5](https://benchize.com/models/claude-fable-5-high.md)High | 1,360.87 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1360.8653440294418 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1346.1517776245842 rank 2 upper 1375.5789104342994 variance 56.35594352435003 votes 1751 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Fable 5 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/809/row` | | | | | 3 | [GPT-6.1 Sol](https://benchize.com/models/gpt-6-1-sol-max.md)Max | 1,355.61 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1355.605381138743 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort max thinkingEnabled true ### Reported statistics lower 1324.5838015371398 rank 3 upper 1386.6269607403465 variance 250.51378809384866 votes 368 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-6.1 Sol (Max) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/810/row` | | | | | 4 | [Gemini 3.8 Flash](https://benchize.com/models/gemini-3-8-flash-high.md)High | 1,351.46 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1351.4553178215317 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1329.0142679923629 rank 4 upper 1373.8963676507005 variance 131.09621655250317 votes 681 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3.8 Flash (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/811/row` | | | | | 5 | [Claude Fable 5.1](https://benchize.com/models/claude-fable-5-1-max.md)Max | 1,345.23 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1345.2298506834072 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort max thinkingEnabled true ### Reported statistics lower 1323.8765104870627 rank 5 upper 1366.5831908797518 variance 118.69582854422866 votes 756 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Fable 5.1 (Max) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/812/row` | | | | | 6 | [Claude Opus 5](https://benchize.com/models/claude-opus-5-high.md)High | 1,337.57 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1337.5687243848406 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1323.554656072793 rank 6 upper 1351.5827926968884 variance 51.124877246309666 votes 1899 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Opus 5 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/813/row` | | | | | 7 | [GPT-6 Astra](https://benchize.com/models/gpt-6-astra-max.md)Max | 1,337.47 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1337.4727595950876 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort max thinkingEnabled true ### Reported statistics lower 1312.6600637147214 rank 7 upper 1362.2854554754538 variance 160.2698103998659 votes 560 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-6 Astra (Max) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/814/row` | | | | | 8 | [Claude Opus 4.7](https://benchize.com/models/claude-opus-4-7-high.md)High | 1,337.4 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1337.3951065152785 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1325.8453105149192 rank 8 upper 1348.9449025156375 variance 34.72581482099768 votes 3084 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Opus 4.7 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/815/row` | | | | | 9 | [Claude Opus 4.8](https://benchize.com/models/claude-opus-4-8-high.md)High | 1,336.81 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1336.8077467869628 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1323.3354428465093 rank 9 upper 1350.2800507274164 variance 47.24844959581416 votes 2077 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Opus 4.8 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/816/row` | | | | | 10 | [Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6-high.md)High | 1,336.74 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1336.7445364508553 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1324.885542545009 rank 10 upper 1348.6035303567014 variance 36.609981526103226 votes 2845 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Opus 4.6 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/817/row` | | | | | 11 | [GPT-5.4](https://benchize.com/models/gpt-5-4-high.md)High | 1,335.93 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1335.9297440602643 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1325.6134153449286 rank 11 upper 1346.2460727756 variance 27.7047452883095 votes 4003 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.4 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/818/row` | | | | | 12 | [Qwen3.8 Max](https://benchize.com/models/qwen3-8-max.md) | 1,335.65 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1335.6470255442944 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1316.226395695817 rank 12 upper 1355.067655392772 variance 98.1816755863136 votes 909 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Qwen3.8-Max Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/819/row` | | | | | 13 | [Claude Opus 4.7](https://benchize.com/models/claude-opus-4-7.md) | 1,334.91 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1334.9113785921568 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1323.390931499906 rank 13 upper 1346.4318256844078 variance 34.549557186551404 votes 3157 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Opus 4.7 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/820/row` | | | | | 14 | [GPT-5.5](https://benchize.com/models/gpt-5-5-high.md)High | 1,331.77 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1331.7730759290296 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1321.0155725136492 rank 14 upper 1342.53057934441 variance 30.12498249584487 votes 3535 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.5 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/821/row` | | | | | 15 | [Claude Sonnet 5.5](https://benchize.com/models/claude-sonnet-5-5-xhigh.md)Extra high | 1,331.09 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1331.0948790498433 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort xhigh thinkingEnabled true ### Reported statistics lower 1301.4715671769561 rank 15 upper 1360.7181909227304 variance 228.439415149001 votes 395 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Sonnet 5.5 (xHigh) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/822/row` | | | | | 16 | [Gemini 3.5 Flash](https://benchize.com/models/gemini-3-5-flash-medium.md)Medium | 1,329.89 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1329.887436500181 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort medium thinkingEnabled true ### Reported statistics lower 1314.5684638070932 rank 16 upper 1345.2064091932689 variance 61.08901209805691 votes 1553 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3.5 Flash (Medium) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/823/row` | | | | | 17 | [Claude Opus 4.8](https://benchize.com/models/claude-opus-4-8.md) | 1,327.62 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1327.6181496921042 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1314.643485990831 rank 17 upper 1340.5928133933771 variance 43.82238780076623 votes 2232 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Opus 4.8 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/824/row` | | | | | 18 | [Claude Opus 4.6](https://benchize.com/models/claude-opus-4-6.md) | 1,326.64 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1326.6366292682112 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1315.8134380938734 rank 18 upper 1337.4598204425492 variance 30.494005705649766 votes 3688 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Opus 4.6 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/825/row` | | | | | 19 | [GPT-5.5](https://benchize.com/models/gpt-5-5.md) | 1,326.62 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1326.6213118357896 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1315.90314244128 rank 19 upper 1337.3394812302995 variance 29.90508568009257 votes 3602 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.5 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/826/row` | | | | | 20 | [Gemini 3.5 Flash](https://benchize.com/models/gemini-3-5-flash-high.md)High | 1,321 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1320.9950325199836 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1306.0214536203755 rank 20 upper 1335.9686114195918 variance 58.36534387794772 votes 1641 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3.5 Flash (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/827/row` | | | | | 21 | [Gemini 3.7 Flash](https://benchize.com/models/gemini-3-7-flash-high.md)High | 1,319.99 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1319.9898099139846 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1297.3289402732994 rank 21 upper 1342.6506795546695 variance 133.67708384788386 votes 665 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3.7 Flash (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/828/row` | | | | | 22 | [Gemini 3.1 Pro Preview](https://benchize.com/models/gemini-3-1-pro-preview.md) | 1,316.25 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1316.245485827796 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1307.8752627212612 rank 23 upper 1324.615708934331 variance 18.23802834375058 votes 6293 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3.1 Pro Preview Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/830/row` | | | | | 23 | [Gemini 3 Pro](https://benchize.com/models/gemini-3-pro.md) | 1,314.73 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1314.7346746860123 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1300.5053510419589 rank 24 upper 1328.9639983300656 variance 52.707489737096175 votes 1779 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3 Pro Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/831/row` | | | | | 24 | [Gemini 3.6 Flash](https://benchize.com/models/gemini-3-6-flash-high.md)High | 1,313.77 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1313.7704490528347 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1295.1379519507375 rank 25 upper 1332.4029461549317 variance 90.37450730681613 votes 993 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3.6 Flash (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/832/row` | | | | | 25 | [Gemini 3 Flash](https://benchize.com/models/gemini-3-flash.md) | 1,312.57 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1312.569210359734 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1303.8317828702977 rank 26 upper 1321.3066378491703 variance 19.873345699268274 votes 5232 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3 Flash Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/833/row` | | | | | 26 | [GPT-5.6 Terra](https://benchize.com/models/gpt-5-6-terra-xhigh.md)Extra high | 1,312.1 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1312.097216222971 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort xhigh thinkingEnabled true ### Reported statistics lower 1295.3733702791164 rank 27 upper 1328.8210621668252 variance 72.80750262038093 votes 1286 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.6 Terra (xHigh) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/834/row` | | | | | 27 | [Claude Sonnet 4.6](https://benchize.com/models/claude-sonnet-4-6.md) | 1,311.23 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1311.2338701811398 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1300.5731318991309 rank 28 upper 1321.8946084631486 variance 29.5854637579985 votes 3700 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Sonnet 4.6 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/835/row` | | | | | 28 | [Claude Sonnet 5](https://benchize.com/models/claude-sonnet-5-high.md)High | 1,311.05 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1311.0466924142092 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1295.3142766155638 rank 29 upper 1326.7791082128547 variance 64.4309670920139 votes 1500 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Claude Sonnet 5 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/836/row` | | | | | 29 | [Gemma 4 31B](https://benchize.com/models/gemma-4-31b-it.md) | 1,309.71 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1309.7138518451425 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1301.0049356896377 rank 31 upper 1318.4227680006475 variance 19.743858816091812 votes 6435 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemma 4 31B Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/838/row` | | | | | 30 | [GPT-5.4](https://benchize.com/models/gpt-5-4.md) | 1,309.23 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1309.2301450244765 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1297.6058833845602 rank 32 upper 1320.8544066643929 variance 35.17503765634905 votes 3080 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.4 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/839/row` | | | | | 31 | [DeepSeek V4.1 Flash](https://benchize.com/models/deepseek-v4-1-flash-max.md)Max | 1,306.7 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1306.6980316785766 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort max thinkingEnabled true ### Reported statistics lower 1281.2389568688354 rank 34 upper 1332.1571064883178 variance 168.7287357282877 votes 521 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label DeepSeek-V4.1-Flash-20260910 (Max) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/841/row` | | | | | 32 | [GPT-5.6 Sol](https://benchize.com/models/gpt-5-6-sol-xhigh.md)Extra high | 1,304.51 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1304.5140829363736 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort xhigh thinkingEnabled true ### Reported statistics lower 1287.259565034693 rank 35 upper 1321.7686008380542 variance 77.50138734159984 votes 1190 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.6 Sol (xHigh) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/842/row` | | | | | 33 | [Gemini 3 Flash](https://benchize.com/models/gemini-3-flash-minimal.md)Minimal | 1,298.23 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1298.2303533507138 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort minimal thinkingEnabled true ### Reported statistics lower 1289.2199039351658 rank 37 upper 1307.2408027662616 variance 21.1347309602237 votes 5051 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3 Flash (Minimal) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/844/row` | | | | | 34 | [Muse Spark 1.3](https://benchize.com/models/muse-spark-1-3-xhigh.md)Extra high | 1,296.2 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1296.2007277606715 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort xhigh thinkingEnabled true ### Reported statistics lower 1273.2827388909595 rank 39 upper 1319.1187166303835 variance 136.7278001270709 votes 680 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Muse Spark 1.3 (xHigh) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/846/row` | | | | | 35 | [Muse Spark 1.3](https://benchize.com/models/muse-spark-1-3-max.md)Max | 1,295.51 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1295.5115823855238 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort max thinkingEnabled true ### Reported statistics lower 1274.0862957230042 rank 40 upper 1316.9368690480433 variance 119.49702704041769 votes 752 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Muse Spark 1.3 (Max) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/847/row` | | | | | 36 | [Qwen3.8 27B](https://benchize.com/models/qwen3-8-27b.md) | 1,294.71 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1294.7086381362935 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1274.9378307385832 rank 43 upper 1314.479445534004 variance 101.75426664777585 votes 919 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Qwen3.8-27B Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/850/row` | | | | | 37 | [Gemma 4 26B A4B](https://benchize.com/models/gemma-4-26b-a4b-it.md) | 1,293.31 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1293.3058195769715 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1282.8657692959769 rank 44 upper 1303.745869857966 variance 28.37324437334455 votes 3822 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemma 4 26B A4B Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/851/row` | | | | | 38 | [Qwen3.5 397B A17B](https://benchize.com/models/qwen3-5-397b-a17b.md) | 1,292.42 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1292.424899438349 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1282.7614752718268 rank 45 upper 1302.0883236048714 variance 24.30893339766545 votes 4001 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Qwen3.5-397B-A17B Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/852/row` | | | | | 39 | [Gemini 3.5 Flash-Lite](https://benchize.com/models/gemini-3-5-flash-lite.md) | 1,290.91 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1290.905617836861 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1271.886074458038 rank 46 upper 1309.925161215684 variance 94.16813955943228 votes 1010 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3.5 Flash-Lite Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/853/row` | | | | | 40 | [Muse Spark 1.1](https://benchize.com/models/muse-spark-1-1.md) | 1,286.93 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1286.9325882572148 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1270.7667676947617 rank 47 upper 1303.098408819668 variance 68.02982061127835 votes 1354 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Muse Spark 1.1 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/854/row` | | | | | 41 | [GPT-6 Sol](https://benchize.com/models/gpt-6-sol-max.md)Max | 1,286.35 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1286.34636227072 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort max thinkingEnabled true ### Reported statistics lower 1260.597984617661 rank 48 upper 1312.0947399237791 variance 172.5852033589559 votes 518 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-6 Sol (Max) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/855/row` | | | | | 42 | [GPT-5.4 Mini](https://benchize.com/models/gpt-5-4-mini-high.md)High | 1,285.49 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1285.4874661689778 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1274.5409728126874 rank 50 upper 1296.4339595252682 variance 31.192763580804755 votes 3492 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.4 mini (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/857/row` | | | | | 43 | [MiMo-V2.6-Flash](https://benchize.com/models/mimo-v2-6-flash.md) | 1,282.94 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1282.9434202384296 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1257.3546120854517 rank 54 upper 1308.5322283914074 variance 170.45271946234018 votes 546 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label MiMo-V2.6-Flash Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/861/row` | | | | | 44 | [GPT-5.6 Luna](https://benchize.com/models/gpt-5-6-luna-xhigh.md)Extra high | 1,282.45 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1282.4460001218517 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort xhigh thinkingEnabled true ### Reported statistics lower 1264.286407639926 rank 55 upper 1300.6055926037775 variance 85.84519957187176 votes 1128 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.6 Luna (xHigh) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/862/row` | | | | | 45 | [Gemini 2.5 Pro](https://benchize.com/models/gemini-2-5-pro.md) | 1,280.55 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1280.5538481724927 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1271.7290475749587 rank 56 upper 1289.3786487700268 variance 20.27279458697023 votes 5415 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 2.5 Pro Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/863/row` | | | | | 46 | [GPT-5 Chat](https://benchize.com/models/gpt-5-chat.md) | 1,278.46 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1278.460465855433 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1261.6640942066529 rank 57 upper 1295.2568375042133 variance 73.44035527445034 votes 1325 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5 Chat Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/864/row` | | | | | 47 | [Qwen3 VL 235B A22B Instruct](https://benchize.com/models/qwen3-vl-235b-a22b-instruct.md) | 1,276.63 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1276.6308252187878 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1262.1593621071443 rank 58 upper 1291.1022883304313 variance 54.516592358998366 votes 1611 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Qwen3-VL-235B-A22B-Instruct Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/865/row` | | | | | 48 | [GPT-5.2](https://benchize.com/models/gpt-5-2-high.md)High | 1,276.24 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1276.2416679020682 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1264.686200373072 rank 59 upper 1287.7971354310644 variance 34.759927425059345 votes 2888 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.2 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/866/row` | | | | | 49 | [GPT-5.1](https://benchize.com/models/gpt-5-1-high.md)High | 1,271.79 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1271.793791343327 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1255.228105524477 rank 62 upper 1288.3594771621772 variance 71.43690963717336 votes 1218 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.1 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/869/row` | | | | | 50 | [Gemini 3.1 Flash Lite Preview](https://benchize.com/models/gemini-3-1-flash-lite-preview.md) | 1,270.69 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1270.6873783933054 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1260.5539282754826 rank 63 upper 1280.8208285111282 variance 26.73120189060022 votes 3947 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 3.1 Flash-Lite Preview Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/870/row` | | | | | 51 | [MiniMax M3](https://benchize.com/models/minimax-m3.md) | 1,268.02 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1268.022728144441 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1255.371992877218 rank 65 upper 1280.6734634116642 variance 41.661543249979125 votes 2405 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label MiniMax-M3 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/872/row` | | | | | 52 | [Step 5 Preview](https://benchize.com/models/step-5-preview.md) | 1,265.3 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1265.2969229847035 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1227.5067974116225 rank 66 upper 1303.0870485577846 variance 371.7581412394755 votes 233 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Step 5 Preview Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/873/row` | | | | | 53 | [MiMo-V2.6-Pro](https://benchize.com/models/mimo-v2-6-pro.md) | 1,264.25 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1264.2457578229214 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1224.8996311050528 rank 67 upper 1303.5918845407903 variance 403.00254667804785 votes 226 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label MiMo-V2.6-Pro Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/874/row` | | | | | 54 | [MiMo-V2.5](https://benchize.com/models/mimo-v2-5.md) | 1,261.58 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1261.5753619645998 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1251.4824778764373 rank 69 upper 1271.6682460527622 variance 26.51761061925853 votes 4076 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label MiMo-V2.5 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/876/row` | | | | | 55 | [Qwen3.5-122B-A10B](https://benchize.com/models/qwen3-5-122b-a10b.md) | 1,260.97 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1260.969122141075 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1247.1675489747893 rank 70 upper 1274.7706953073607 variance 49.586219911611984 votes 1929 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Qwen3.5-122B-A10B Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/877/row` | | | | | 56 | [GPT-6 Luna](https://benchize.com/models/gpt-6-luna-max.md)Max | 1,260.88 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1260.8829292206838 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort max thinkingEnabled true ### Reported statistics lower 1235.6315143017719 rank 71 upper 1286.1343441395952 variance 165.98745038527372 votes 550 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-6 Luna (Max) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/878/row` | | | | | 57 | [GPT-5.2](https://benchize.com/models/gpt-5-2.md) | 1,258.47 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1258.4719608997143 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1247.0577576089536 rank 72 upper 1269.886164190475 variance 33.915250128666585 votes 3018 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.2 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/879/row` | | | | | 58 | [Qwen3.5-27B](https://benchize.com/models/qwen3-5-27b.md) | 1,256.22 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1256.2163855444346 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1246.2564175445948 rank 74 upper 1266.1763535442744 variance 25.823773516309075 votes 3843 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Qwen3.5-27B Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/881/row` | | | | | 59 | [MiMo-V2-Omni](https://benchize.com/models/mimo-v2-omni.md) | 1,253.15 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1253.149119183969 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1237.800503338086 rank 76 upper 1268.4977350298518 variance 61.325662822522034 votes 1629 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label MiMo-V2-Omni Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/883/row` | | | | | 60 | [Gemini 2.5 Flash](https://benchize.com/models/gemini-2-5-flash.md) | 1,244.35 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1244.3468732584847 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1235.3382245547027 rank 80 upper 1253.3555219622667 variance 21.126284376904525 votes 4863 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 2.5 Flash Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/887/row` | | | | | 61 | [GPT-5.1](https://benchize.com/models/gpt-5-1.md) | 1,243.05 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1243.0517670139834 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1227.6718420323623 rank 81 upper 1258.4316919956045 variance 61.576110400046865 votes 1417 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.1 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/888/row` | | | | | 62 | [Qwen3 VL 235B A22B Thinking](https://benchize.com/models/qwen3-vl-235b-a22b-thinking.md) | 1,234.41 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1234.4119673323314 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1202.280762137767 rank 84 upper 1266.543172526896 variance 268.7558022732248 votes 298 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Qwen3-VL-235B-A22B-Thinking Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/891/row` | | | | | 63 | [Mistral Medium 3.5](https://benchize.com/models/mistral-medium-3-5.md) | 1,229.53 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1229.5313614279073 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1207.5249260092014 rank 87 upper 1251.5377968466132 variance 126.06752341813885 votes 803 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Mistral Medium 3.5 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/894/row` | | | | | 64 | [GPT-5](https://benchize.com/models/gpt-5-high.md)High | 1,226.54 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1226.5386532640255 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1210.4223748959857 rank 90 upper 1242.654931632065 variance 67.6134876253104 votes 1409 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5 (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/897/row` | | | | | 65 | [GPT-5.4 Nano](https://benchize.com/models/gpt-5-4-nano-high.md)High | 1,225.14 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1225.1445802590279 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1213.9444286715868 rank 91 upper 1236.3447318464687 variance 32.65514520314156 votes 3429 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5.4 nano (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/898/row` | | | | | 66 | [Mistral Large 3](https://benchize.com/models/mistral-large-3.md) | 1,215.83 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1215.8293278566166 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1196.0444148747727 rank 92 upper 1235.6142408384608 variance 101.89951265139754 votes 977 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Mistral Large 3 Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/899/row` | | | | | 67 | [GPT-5 Mini](https://benchize.com/models/gpt-5-mini-high.md)High | 1,209.74 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1209.7424578800046 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1190.3156277261237 rank 96 upper 1229.169288033885 variance 98.24437731693145 votes 976 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5 mini (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/903/row` | | | | | 68 | [Gemini 2.0 Flash 001](https://benchize.com/models/gemini-2-0-flash-001.md) | 1,175.47 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1175.4731845502838 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1153.880842349608 rank 102 upper 1197.0655267509596 variance 121.36775726957954 votes 763 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemini 2.0 Flash (001) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/909/row` | | | | | 69 | [Llama 4 Maverick](https://benchize.com/models/llama-4-maverick.md) | 1,164.18 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1164.1770917372469 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1139.0143485294036 rank 108 upper 1189.3398349450902 variance 164.8237493352731 votes 526 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Llama 4 Maverick 17B 128E Instruct Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/915/row` | | | | | 70 | [Gemma 3 27B](https://benchize.com/models/gemma-3-27b-it.md) | 1,159.78 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1159.7779975930737 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1140.9745837925227 rank 110 upper 1178.5814113936246 variance 92.0401303406043 votes 1034 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Gemma 3 27B IT Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/917/row` | | | | | 71 | [Mistral Small 3.1 24B](https://benchize.com/models/mistral-small-3-1-24b-instruct.md) | 1,157.9 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1157.8966631825842 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1136.785277084032 rank 111 upper 1179.0080492811367 variance 116.02118981497176 votes 809 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Mistral Small 3.1 24B Instruct (2503) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/918/row` | | | | | 72 | [GPT-5 Nano](https://benchize.com/models/gpt-5-nano-high.md)High | 1,157.49 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1157.4851204020556 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision Reasoning effort high thinkingEnabled true ### Reported statistics lower 1122.576734244355 rank 112 upper 1192.393506559756 variance 317.22204532572385 votes 260 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label GPT-5 nano (High) Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/919/row` | | | | | 73 | [Llama 4 Scout](https://benchize.com/models/llama-4-scout.md) | 1,148.06 | | | ### Original source values \| Metric \| Value \| Unit \| Scope \| Direction \| \| --- \| --- \| --- \| --- \| --- \| \| `rating` \| 1148.0631782736937 \| rating \| reported \| Higher is better \| ### Configuration category homework config vision ### Reported statistics lower 1122.0260380381455 rank 115 upper 1174.1003185092416 variance 176.47792239592283 votes 477 ### Source [Original source](https://datasets-server.huggingface.co/parquet/lmarena-ai%2Fleaderboard-dataset/vision/latest) Source Arena Original model label Llama 4 Scout 17B 16E Instruct Observed 2026-10-21T18:45:05.190Z Evidence SHA-256 `06e61305486dce3fec5dc776ac2fd8321104e84c346cf9e08fa6f8e8a66ce0d7` Source locator `/rows/922/row` | | | | --- Cite as: Arena vision / homework (config: vision) — Benchize, https://benchize.com/benchmarks/benchmark%3Avision%3Ahomework--config-vision (retrieved 2026-10-21)