- Terminal Bench 2.0-Terminus (avg of 5 runs) 70.3
- SWE-Verified (internal scaffold) 77.7
- SWE-Pro (Qwen-corrected tasks) 57.6
- SWE-Multilingual 75.8
- NL2repo 41.1
- SciCode 51.3
- QwenWebDev 1536
- QwenSVG 1588
- Qwenclaw 61.8
- CoWorkBench 65.1
- ClawEval 62.7
- Skillsbench (OpenCode, 78 tasks, avg of 5) 54.9
- BFCL-V4 72.9
- MCP-Mark 58.7
- MCP-Atlas (public set) 73.2
- Vitabench (claude-4.5-sonnet judge) 45.6
- Deep-Planning 62.3
- SpreadSheetBench-v1 86.3
- Kernel Bench L3 2.06/98% (median speedup / share faster than torch.compile) 2.06
- QwenWorldBench 62.1
- GPQA Diamond 90.3
- HLE 34.7
- LiveCodeBench 89.6
- HMMT 2026 Feb 92.9
- IMOAnswerBench 86
- CritPT 6
- Apex 22.7
- MMLU-Pro 88.5
- MMLU-Redux 94.5
- SuperGPQA 71.4
- IFEval 94.6
- IFBench 79.1
- MRCR-v2 128k 91.7
- WMT24++ (XCOMET-XXL, 55 languages) 84.6
- MAXIFE 88.8
- MMMLU 89
- MMLU-ProX (29 languages) 85.4
- NOVA-63 58.8
- INCLUDE 83
- Global PIQA 90.3
- PolyMATH 84
- MMMU-Pro 79
- MathVision 90.3
- BabyVision 70.4 / 64.7 (with CI / without CI) 70.4
- CharXiv(RQ) 85.9 / 84.4 (with CI / without CI) 85.9
- HiPhO 84.1
- ERQA 69.8
- VisFactor 42.8
- MedXpertQA-MM 71
- ScreenSpot Pro (enable_thinking=False) 79
- OSWorld-Verified (enable_thinking=False) 73.3
- AndroidWorld 81
- QwenVision2Code 1772
- ClawEval-MM 55.7
- SimpleVQA (with search) 81.7
- WorldVQA (with search) 61.1
- MMSearchPlus (with search) 41.4
- BC-VL (with search) 51.1
- MMBC (with search) 46.3
- RealWorldQA 86.9
- CountQA 77
- OmniDocBench1.5 91.4
- OCR-Bench-V2(EN) 70.7, OCR-Bench-V2(ZH) 67.1 70.7
- ODinW13 51.1
- LingoQA 83.4
- Ego3D-Bench (lower is better) 5.9
- SURDS 77.2
- VLADBench 77.2
- VideoMME (w/ sub.) 88
- VideoMMMU 85.4
- MLVU (M-Avg) 87.4
- TVBench 78.2
- LVBench 76.2
Qwen3.7-Plus
Qwen3.7-Plus ranks first on 5 of the 124 benchmarks with five or more models scored.
Qwen3.7-Plus
Closed weights
- MMMU-Pro 79% #21 /90
- IFBench 79.1% #13 /80
- AutomationBench 3.70% #36 /42
Where it ranks
Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.
Knowledge and language
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| MMLU-Pro | 88.5% | #4 of 167 | Lab model card | |
| SimpleVQA | 81.7% | #1 of 30 | Lab model card | |
| IFEval | 94.6% | #8 of 135 | Lab model card | |
| StudyArena Text | 1,307 | #6 of 85 | Official leaderboard | |
| MMLU-ProX | 85.4% | #2 of 23 | Lab model card | |
| MMLU-Redux | 94.5% | #4 of 45 | Lab model card | |
| SuperGPQA | 71.4% | #4 of 35 | Lab model card | |
| Phare | 74.1% | #10 of 62 | Official leaderboard | |
| IFBench | 79.1% | #13 of 80 | Lab model card | |
| MRCR v2 | 91.7% | #5 of 30 | Lab model card | |
| LMArena (Elo) | 1,455 | #57 of 335 | Official leaderboard | |
| MAXIFE | 88.8% | #2 of 11 | Lab model card | |
| MMMLU | 89% | #14 of 71 | Lab model card | |
| INCLUDE | 83% | #8 of 31 | Lab model card | |
| NOVA-63 | 58.8% | #3 of 11 | Lab model card | |
| Global PIQA | 90.3% | #5 of 14 | Lab model card | |
| Last Translation Benchmark | 10.2 | #17 of 36 | Official leaderboard | |
| Humanity's Last Exam | 34.7% | #74 of 154 | Lab model card | |
| Extended NYT Connections | 74.8% | #53 of 103 | Official leaderboard | |
| DesignArena ASCII Art | 1,134 | #57 of 77 | Official leaderboard | |
| Document Arena | 1,446 | #31 of 39 | Official leaderboard |
Math and science
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| PolyMath | 84% | #2 of 24 | Lab model card | |
| OTIS Mock AIME 2024-2025 | 93.3% | #60 of 212 | Epoch AI run | |
| GPQA Diamond | 87.9% | #65 of 229 | Epoch AI run | |
| IMO-AnswerBench | 86% | #12 of 37 | Lab model card | |
| DTBench | 84% | #74 of 180 | Official leaderboard | |
| HMMT 2026 | 92.9% | #8 of 19 | Lab model card | |
| HiPhO | 84.1% | #2 of 4 | Lab model card | |
| FrontierMath Tiers 1-3 v2 | 34.4% | #64 of 86 | Official leaderboard | |
| CritPt | 6.00% | #11 of 13 | Lab model card | |
| MathArena (Apex, IMO, USAMO) | 22.7% | #11 of 12 | Lab model card |
Coding
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| LiveCodeBench | 89.6% | #3 of 54 | Lab model card | |
| SciCode | 51.3% | #8 of 49 | Lab model card | |
| SWE-bench Verified | 77.7% | #31 of 155 | Lab model card | |
| DesignArena Data Visualization | 1,276 | #27 of 118 | Official leaderboard | |
| DesignArena Website | 1,262 | #43 of 151 | Official leaderboard | |
| StructEval | 76.8% | #9 of 28 | Official leaderboard | |
| DesignArena Code | 1,260 | #46 of 143 | Official leaderboard | |
| LoopArena | 34.2% | #2 of 6 | Official leaderboard | |
| DesignArena Game Dev | 1,250 | #48 of 143 | Official leaderboard | |
| DesignArena UI Component | 1,256 | #48 of 139 | Official leaderboard | |
| DesignArena SVG | 1,202 | #36 of 103 | Official leaderboard | |
| DesignArena 3D Design | 1,221 | #51 of 136 | Official leaderboard | |
| QwenVision2Code | 1,772 | #2 of 5 | Official leaderboard | |
| SWE-bench Multilingual | 75.8% | #30 of 73 | Lab model card | |
| QwenSVG | 1,588 | #3 of 7 | Official leaderboard | |
| SWE-Bench Pro | 57.6% | #37 of 81 | Lab model card | |
| Vibe Code Bench | 46.4% | #71 of 120 | Official leaderboard | |
| Monthly-SWEBench | 47% | #8 of 12 | Official leaderboard | |
| DesignArena Image to HTML | 1,171 | #38 of 51 | Official leaderboard | |
| NL2Repo-Bench | 41.1% | #23 of 30 | Lab model card | |
| AndroidBench | 57.7% | #25 of 32 | Official leaderboard | |
| Code Migration | 12.9% | #62 of 78 | Official leaderboard | |
| QwenBlenderBench | 41.5% | #5 of 6 | Official leaderboard | |
| QwenWebDev | 1,536 | #5 of 6 | Official leaderboard |
Agents and tools
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| Terminal-Bench 2.0 | 70.3% | #4 of 63 | Lab model card | |
| DeepPlanning | 62.3% | #1 of 10 | Lab model card | |
| BFCL V4 | 72.9% | #4 of 30 | Lab model card | |
| AndroidWorld | 81% | #5 of 23 | Lab model card | |
| VITA-Bench | 45.6% | #4 of 16 | Lab model card | |
| ScreenSpot-Pro | 79% | #9 of 32 | Lab model card | |
| Pencil Puzzle Bench | 16.7% | #15 of 53 | Official leaderboard | |
| OSWorld-Verified | 73.3% | #10 of 33 | Official leaderboard | |
| QwenClawBench | 61.8% | #2 of 6 | Lab model card | |
| MCPMark | 58.7% | #4 of 10 | Lab model card | |
| GameHorizon | 68.7 | #15 of 37 | Official leaderboard | |
| MMSearch-Plus | 41.4% | #1 of 2 | Lab model card | |
| SnakeBench | 23 | #102 of 188 | Official leaderboard | |
| MCP Atlas | 73.2% | #28 of 46 | Lab model card | |
| SkillsBench | 54.9% | #9 of 14 | Lab model card | |
| Mystery Game Puzzles | 17% | #62 of 84 | Epoch AI run | |
| MM-BrowseComp | 46.3% | #4 of 5 | Lab model card | |
| Agent Arena | -7.99% | #47 of 56 | Official leaderboard | |
| AutomationBench | 3.70% | #36 of 42 | Official leaderboard | |
| OSWorld-Science | 15.2% | #10 of 11 | Official leaderboard | |
| Claw-Eval | 62.7% | #12 of 13 | Lab model card | |
| RecreationBench | 9.15% | #10 of 10 | Official leaderboard | |
| OSWorld 2.0 | 2.80% | #7 of 7 | Official leaderboard | |
| BrowseComp-VL | 51.1% | #3 of 3 | Lab model card |
Professional work
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| MedXpertQA-MM | 71% | #4 of 21 | Lab model card | |
| MortgageTax | 66.2% | #33 of 87 | Official leaderboard | |
| RadLE 2.0 | 472.0 | #6 of 12 | Official leaderboard | |
| SpreadsheetBench | 86.3% | #3 of 6 | Lab model card | |
| MerchantBench | 29.4 | #5 of 8 | Official leaderboard | |
| Vals Index v2 | 38.6% | #47 of 65 | Official leaderboard | |
| Excel Modeling Benchmark | 49.3% | #56 of 76 | Official leaderboard | |
| Legal Research Bench | 16.4% | #71 of 93 | Official leaderboard | |
| Vals Finance Agent v2 | 38.2% | #65 of 80 | Official leaderboard | |
| Tax Agent Bench | 10.5% | #69 of 84 | Official leaderboard | |
| Harvey LAB (Legal Agent Benchmark) | 0% | #76 of 80 | Official leaderboard | |
| CoWorkBench | 65.1% | #7 of 7 | Lab model card |
Vision, audio and robotics
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| CC-OCR-Bench-V2 | 76.6% | #1 of 15 | Official leaderboard | |
| MLVU | 87.4% | #2 of 22 | Lab model card | |
| OCRBench v2 | 70.7% | #2 of 22 | Lab model card | |
| RealWorldQA | 86.9% | #4 of 38 | Lab model card | |
| WorldVQA | 61.1% | #1 of 9 | Lab model card | |
| Video-MME | 88% | #6 of 51 | Lab model card | |
| ODinW-13 | 51.1% | #2 of 13 | Lab model card | |
| MATH-Vision (MathVision) | 90.3% | #9 of 51 | Lab model card | |
| Video-MMMU | 85.4% | #7 of 36 | Lab model card | |
| LingoQA | 83.4% | #2 of 10 | Lab model card | |
| QwenWorldBench | 62.1% | #1 of 5 | Official leaderboard | |
| ERQA | 69.8% | #8 of 36 | Lab model card | |
| MMMU-Pro | 79% | #21 of 90 | Lab model card | |
| CharXiv | 85.9% | #18 of 75 | Lab model card | |
| Vision Arena | 1,262 | #37 of 136 | Official leaderboard | |
| BabyVision | 70.4% | #9 of 27 | Official leaderboard | |
| LVBench | 76.2% | #11 of 31 | Lab model card | |
| ZeroBench | 13% | #32 of 76 | Official leaderboard | |
| PerceptionBench (Moonshot) | 51.1% | #8 of 16 | Official leaderboard | |
| TVBench | 78.2% | #4 of 7 | Lab model card | |
| QwenVisualOffice | 32.4% | #4 of 6 | Official leaderboard | |
| CountQA | 77% | #2 of 3 | Lab model card | |
| RoTA-Bench | 0% | #6 of 8 | Official leaderboard | |
| VisFactor | 42.8% | #3 of 4 | Lab model card | |
| Chartography | 15.8% | #33 of 43 | Official leaderboard | |
| Claw-Eval-MM | 55.7% | #6 of 6 | Lab model card | |
| SURDS | 77.2% | #2 of 2 | Lab model card | |
| Ego3D-Bench | 5.90 | #1 of 1 | Lab model card | |
| VLADBench | 77.2% | #1 of 1 | Lab model card |
Safety and security
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| nocot-bench (NCRI) | 83.1 | #50 of 185 | Official leaderboard | |
| SecCodeBench | 70.1% | #2 of 6 | Official leaderboard | |
| Dictatorship Eval | 45.6% | #14 of 20 | Official leaderboard | |
| CyberBench (Vals) | 37.5% | #25 of 26 | Official leaderboard | |
| PatchEval | 62.6% | #7 of 7 | Official leaderboard | |
| PatchEval-Verified | 62.6% | #7 of 7 | Official leaderboard |
Other
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| SAGE v1.1 (Vals) | 89.2% | #6 of 29 | Official leaderboard | |
| LMCA | 37.6% | #67 of 147 | Official leaderboard | |
| Conceptual Reasoning Index | 49.4 | #72 of 151 | Official leaderboard | |
| ACCoRD | 60.7 | #89 of 152 | Official leaderboard | |
| Vals Multimodal Index | 53.9% | #22 of 33 | Official leaderboard | |
| SAGE (Vals) | 39.3% | #59 of 81 | Official leaderboard |
Its lab's numbers put it at 153.7, 5.8 points above its ECI
The Self-Reported Index fits one score to the 51 capability results Qwen reported for this model, on the scale of the Epoch Capabilities Index. Labs choose which benchmarks to show and how to run them, so read it as the lab's claim, not an independent measurement. The 90% interval runs from 152.1 to 155.2. How we compute it.
- IFEval 94.6
- MMLU-Redux 94.5
- HMMT 2026 92.9
- MRCR v2 91.7
- GPQA Diamond 90.3
- Global PIQA 90.3
- MATH-Vision (MathVision) 90.3
- LiveCodeBench 89.6
- MMMLU 89
- MAXIFE 88.8
- MMLU-Pro 88.5
- Video-MME 88
- MLVU 87.4
- RealWorldQA 86.9
- IMO-AnswerBench 86
- CharXiv 85.9
- MMLU-ProX 85.4
- Video-MMMU 85.4
- PolyMath 84
- LingoQA 83.4
- INCLUDE 83
- SimpleVQA 81.7
- AndroidWorld 81
- IFBench 79.1
- MMMU-Pro 79
- ScreenSpot-Pro 79
- SWE-bench Verified 77.7
- LVBench 76.2
- SWE-bench Multilingual 75.8
- OSWorld-Verified 73.3
- MCP Atlas 73.2
- BFCL V4 72.9
- SuperGPQA 71.4
- MedXpertQA-MM 71
- OCRBench v2 70.7
- BabyVision 70.4
- Terminal-Bench 2.0 70.3
- Claw-Eval 62.7
- DeepPlanning 62.3
- WorldVQA 61.1
- NOVA-63 58.8
- MCPMark 58.7
- SWE-Bench Pro 57.6
- SkillsBench 54.9
- SciCode 51.3
- ODinW-13 51.1
- VITA-Bench 45.6
- NL2Repo-Bench 41.1
- Humanity's Last Exam 34.7
- MathArena (Apex, IMO, USAMO) 22.7
- CritPt 6
Its lab's numbers next to 7 leaderboards
Where the benchmark's own leaderboard, or Epoch AI's run, also has this model. Gaps mostly come from different harnesses, effort levels and task subsets. Every pair.
| Benchmark | Lab says | Board says | Gap |
|---|---|---|---|
| GPQA Diamond | 90.3% GPQA Diamond | 87.9% Epoch AI run | +2.4 pts |
| BabyVision | 70.4% BabyVision 70.4 / 64.7 (with CI / without CI) | 70.4% Leaderboard, tools | Same |
| OSWorld-Verified | 73.3% OSWorld-Verified (enable_thinking=False) | 73.3% Leaderboard, 100 steps | Same |
| QwenSVG | 1,588 QwenSVG | 1,588 Leaderboard | Same |
| QwenVision2Code | 1,772 QwenVision2Code | 1,772 Leaderboard | Same |
| QwenWebDev | 1,536 QwenWebDev | 1,536 Leaderboard | Same |
| QwenWorldBench | 62.1% QwenWorldBench | 62.1% Leaderboard | Same |
Qwen's models over time
Qwen's models in color, against every other model on the Epoch Capabilities Index, by release date.
Source: Epoch Capabilities Index, Epoch AI (CC BY 4.0)
Its launch post
The benchmarks the lab chose to headline, with the scores it gave.