Qwen3-VL-235B-A22B Thinking is a multimodal model that unifies strong text generation with visual understanding across images and video. The Thinking model is optimized for multimodal reasoning in STEM and math....
text+image->text| Provider | Region / Tag | Context | Input/M | Output/M | Uptime 1d | Latency | Quant | Cache |
|---|---|---|---|---|---|---|---|---|
| Novita | novita/bf16 | 131K | $0.980 | $3.95 | 99.62% | - | bf16 | - |
| Alibaba | alibaba | 131K | $0.260 | $2.60 | 88.30% | - | - | - |
| Rank | Category | Variant | Trend | Elo | Votes |
|---|---|---|---|---|---|
| #80 | German | thinking | 1420 | 170 | |
| #90 | Industry Mathematical | thinking | 1432 | 378 | |
| #90 | Korean | thinking | 1363 | 211 | |
| #106 | Expert | thinking | 1433 | 381 | |
| #115 | Chinese | thinking | 1439 | 296 | |
| #117 | Coding | thinking | 1455 | 1,629 | |
| #120 | Math | thinking | 1405 | 428 | |
| #122 | Polish | thinking | 1377 | 390 | |
| #124 | Industry Software And It Services | thinking | 1437 | 2,838 | |
| #126 | Spanish | thinking | 1385 | 330 | |
| #128 | Industry Legal And Government | thinking | 1406 | 511 | |
| #128 | Non English | thinking | 1379 | 4,047 | |
| #129 | Hard Prompts | thinking | 1418 | 4,041 | |
| #130 | Longer Query | thinking | 1407 | 1,729 | |
| #131 | Industry Entertainment And Sports And Media | thinking | 1361 | 1,443 | |
| #134 | Industry Medicine And Healthcare | thinking | 1415 | 434 | |
| #134 | Overall | thinking | 1395 | 7,940 | |
| #135 | Industry Business And Management And Financial Operations | thinking | 1392 | 1,582 | |
| #137 | Exclude Ties | thinking | 1373 | 5,583 | |
| #138 | Instruction Following | thinking | 1384 | 2,133 | |
| #138 | Russian | thinking | 1378 | 480 | |
| #139 | Industry Life And Physical And Social Science | thinking | 1407 | 1,249 | |
| #141 | English | thinking | 1403 | 3,890 | |
| #142 | Hard Prompts English | thinking | 1419 | 2,098 | |
| #146 | Industry Writing And Literature And Language | thinking | 1365 | 1,753 | |
| #149 | Multi Turn | thinking | 1388 | 1,289 | |
| #159 | Creative Writing | thinking | 1338 | 1,029 |
| Rank | Category | Variant | Trend | Elo | Votes |
|---|---|---|---|---|---|
| #61 | Homework | thinking | 1226 | 305 | |
| #63 | English | thinking | 1196 | 1,096 | |
| #65 | Diagram | thinking | 1209 | 477 | |
| #65 | Ocr | thinking | 1201 | 1,347 | |
| #67 | Overall | thinking | 1189 | 2,347 |