- Agentic terminal coding Terminal Bench 2.1 (Terminus) 73
- Agentic coding SWE-bench Pro (Claude Code, Qwen-corrected tasks) 61.7
- Repo-level code generation NL2Repo-Bench 42.3
- Agentic coding DeepSWE 1.1 (Claude Code) 42.2
- Software engineering QwenSWEBench (avg@3) 79
- Long-horizon office work CoWorkBench 70.7
- Professional job tasks JobBench 33.4
- Frontier agentic tasks Agents' Last Exam Pass@1 20.4 Score 42.9 20.4
- Instruction following IFBench 79.5
- Scientific reasoning GPQA Diamond 89.2
- Multidisciplinary reasoning HLE (judged by GPT-4o) 30.8
- Competitive coding LiveCodeBench v6 90.3
- Computer use OSWorld-Verified 84.3
- Browser use WebArena-Verified (OSWorld scaffold) 64.8
- Mobile use AndroidWorld 81.9
- Application recreation RecreationBench 47.1
- Multimodal tool use ClawEval-MM Pass@3 57.4 Average 56.9 56.9
- Multimodal software engineering SWE-MM (SWE-bench Multimodal dev split, Claude Code) 38.6
- Visual web development Vision2Web 62.9
- Visual math problem solving MathVision Without CI 90.0 With CI 94.6 94.6
- General visual reasoning BabyVision Without CI 65.7 With CI 85.6 85.6
- Scientific chart analysis CharXiv (RQ) Without CI 83.7 With CI 90.2 90.2
- Document intelligence OmniDocBench 1.5 91.1
- Real-world perception RealWorldQA 85.9
- Embodied intelligence ERQA 65.5
Qwen 3.8 27B
Qwen 3.8 27B places in the top three on 4 benchmarks.
Qwen 3.8 27B
Open weights
- IFBench 79.5% #11 /80
- NL2Repo-Bench 42.3% #21 /30
- Agents' Last Exam 20.4% #21 /31
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 | |
|---|---|---|---|---|
| BullshitBench | 76.4% | #8 of 107 | Official leaderboard | |
| AgentIF (2026-10 setting) | 65.8% | #2 of 24 | Official leaderboard | |
| BullshitBench V2 | 79% | #13 of 129 | Official leaderboard | |
| IFBench | 79.5% | #11 of 80 | Lab model card | |
| LMArena (Elo) | 1,433 | #88 of 335 | Official leaderboard | |
| Judgemark v4 | 67.4 | #17 of 40 | Official leaderboard | |
| Humanity's Last Exam | 30.8% | #78 of 154 | Lab model card | |
| Creative Writing v3 | 64.8 | #71 of 120 | Official leaderboard | |
| Lech Mazur Creative Writing | -0.70 | #31 of 50 | Official leaderboard | |
| Longform Creative Writing (EQ-Bench) | 53.3 | #79 of 119 | Official leaderboard | |
| Extended NYT Connections | 54.5% | #69 of 103 | Official leaderboard | |
| StudyArena Text | 1,219 | #57 of 85 | Official leaderboard | |
| QIMMA | 42.3% | #21 of 25 | Official leaderboard |
Math and science
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| GPQA Diamond | 89.2% | #42 of 302 | Lab model card | |
| PHYSICS-Verified | 87.2% | #4 of 19 | Official leaderboard | |
| DTBench | 88% | #59 of 180 | Official leaderboard | |
| SimpleBench | 60.2% | #43 of 106 | Official leaderboard | |
| ARC-AGI | 87.5% | #41 of 95 | Official leaderboard | |
| ARC-AGI-2 | 42.4% | #45 of 98 | Official leaderboard | |
| Surface Evolver Bench | 45% | #18 of 25 | Official leaderboard | |
| ProofBench v1.1 | 16% | #46 of 52 | Official leaderboard |
Coding
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| LiveCodeBench v6 | 90.3% | #6 of 90 | Lab model card | |
| WebDev Arena | 1,593 | #20 of 105 | arena.ai, via Epoch AI | |
| APEX-SWE | 50.7% | #14 of 65 | Official leaderboard | |
| Code Arena | 1,590 | #34 of 128 | Official leaderboard | |
| SWE-Bench Pro | 61.7% | #25 of 81 | Lab model card | |
| Image-to-WebDev Arena | 1,574 | #23 of 55 | Official leaderboard | |
| Vibe Code Bench | 64.8% | #55 of 120 | Official leaderboard | |
| SWE-bench Multimodal | 38.6% | #8 of 12 | Lab model card | |
| NL2Repo-Bench | 42.3% | #21 of 30 | Lab model card | |
| SWE-bench Science | 29.4% | #7 of 10 | Official leaderboard | |
| Vision2Web | 62.9% | #5 of 7 | Lab model card | |
| Code Migration | 14.2% | #58 of 78 | Official leaderboard | |
| IOI v2 (Vals) | 39.1% | #37 of 45 | Official leaderboard | |
| DeepSWE | 42.2% | #52 of 56 | Lab model card | |
| QwenSWEBench | 79% | #2 of 2 | Lab model card |
Agents and tools
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| OSWorld-Verified | 84.3% | #4 of 41 | Lab model card | |
| AndroidWorld | 81.9% | #4 of 23 | Lab model card | |
| GameWorld | 54.6% | #4 of 22 | Official leaderboard | |
| ScienceBoard | 42% | #3 of 15 | Official leaderboard | |
| LLM Chess | 846 | #28 of 123 | Official leaderboard | |
| CivBench | 1,516 | #7 of 19 | Official leaderboard | |
| GameHorizon | 68.5 | #16 of 37 | Official leaderboard | |
| WildClawBench | 48% | #16 of 31 | Official leaderboard | |
| Gym-Anything-RT | 1.00% | #3 of 5 | Official leaderboard | |
| Terminal-Bench 2.1 | 73% | #35 of 56 | Lab model card | |
| AdaExploreBench | 50.6% | #5 of 8 | Official leaderboard | |
| o11y-bench | 64.1% | #15 of 22 | Official leaderboard | |
| WebArena-Verified | 64.8% | #5 of 7 | Lab model card | |
| Agent Arena | -4.76% | #42 of 56 | Official leaderboard | |
| WitnessBench | 3.10% | #10 of 12 | Official leaderboard | |
| RuneBench | 2.79 | #68 of 76 | Official leaderboard | |
| DuelLab GameBench 2 | 16.6 | #51 of 57 | Official leaderboard | |
| BabaIsBench | 21% | #32 of 32 | Official leaderboard | |
| RecreationBench | 47.1% | #3 of 3 | Lab model card |
Professional work
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| BRIDGE | 55.7 | #2 of 39 | Official leaderboard | |
| Harvey LAB (Legal Agent Benchmark) | 11.3% | #15 of 80 | Official leaderboard | |
| Tax Agent Bench | 30.9% | #32 of 84 | Official leaderboard | |
| MedScribe | 83.8% | #39 of 97 | Official leaderboard | |
| FoodTruck Bench | $27,168 | #26 of 59 | Official leaderboard | |
| Excel Modeling Benchmark | 59.7% | #36 of 76 | Official leaderboard | |
| MortgageTax | 64.9% | #42 of 87 | Official leaderboard | |
| LegalBench | 82.4% | #70 of 138 | Official leaderboard | |
| Legal Research Bench | 36.1% | #49 of 93 | Official leaderboard | |
| Vals Index v2 | 48.5% | #37 of 65 | Official leaderboard | |
| APEX-1 | 62.6% | #41 of 71 | Official leaderboard | |
| Vals Finance Agent v2 | 48.5% | #49 of 80 | Official leaderboard | |
| TaxEval v2 | 70.8% | #80 of 129 | Official leaderboard | |
| APEX-Agents | 47.5% | #38 of 61 | Collected by Epoch AI, source not named | |
| APEX-Agents 1.1 | 62.2% | #44 of 65 | Official leaderboard | |
| Agents' Last Exam | 20.4% | #21 of 31 | Official leaderboard | |
| TRLawBench | 8.46 | #24 of 34 | Official leaderboard | |
| CoWorkBench | 70.7% | #5 of 7 | Lab model card | |
| BlenderWorld | 47.7 | #10 of 13 | Official leaderboard | |
| Investor's Last Exam | 54.6 | #9 of 10 | Official leaderboard | |
| MedCode | 28.7% | #91 of 96 | Official leaderboard | |
| JobBench | 33.4% | #15 of 15 | Lab model card |
Vision, audio and robotics
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| CharXiv | 90.2% | #7 of 75 | Lab model card | |
| MATH-Vision (MathVision) | 94.6% | #5 of 51 | Lab model card | |
| RealWorldQA | 85.9% | #7 of 38 | Lab model card | |
| BabyVision | 85.6% | #8 of 26 | Lab model card | |
| ParseBench | 69% | #15 of 44 | Official leaderboard | |
| ERQA | 65.5% | #13 of 36 | Lab model card | |
| Vision Arena | 1,243 | #51 of 136 | Official leaderboard | |
| ExtractBench | 89.8% | #11 of 27 | Official leaderboard | |
| OCRBench v2 | 63.5% | #6 of 14 | Official leaderboard | |
| Claw-Eval-MM | 56.9% | #5 of 6 | Lab model card | |
| Code2Video-Compass | 13.8 | #14 of 15 | Official leaderboard | |
| GeoBench | 38% | #45 of 48 | Official leaderboard |
Safety and security
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| BioTIER Permit | 99.8% | #17 of 69 | Official leaderboard | |
| Molecular Biology Capabilities Test | 53% | #27 of 90 | Official leaderboard | |
| ABC Bench Fragment Design | 90.7% | #13 of 27 | Official leaderboard | |
| ABC Bench Liquid-Handling Robot | 90.3% | #19 of 34 | Official leaderboard | |
| CyberBench v1.1 (Vals) | 67.8% | #25 of 44 | Official leaderboard | |
| Human Pathogen Capabilities Test | 49% | #51 of 86 | Official leaderboard | |
| nocot-bench (NCRI) | 66.1 | #116 of 185 | Official leaderboard | |
| World-Class Bio | 40% | #48 of 74 | Official leaderboard | |
| Human Pathogen Capabilities Test v2 (HPCT v2) | 48.6% | #47 of 71 | Official leaderboard | |
| ABC Bench Screening Evasion | 53.9% | #13 of 17 | Official leaderboard | |
| BioTIER Refuse | 21.9% | #55 of 69 | Official leaderboard | |
| VCT-v2 | 28% | #23 of 25 | Official leaderboard |
Other
| Benchmark | Score | Rank | Source | |
|---|---|---|---|---|
| SAGE (Vals) | 52.4% | #7 of 81 | Official leaderboard | |
| ACCoRD | 73.3 | #35 of 152 | Official leaderboard | |
| Conceptual Reasoning Index | 55.5 | #53 of 151 | Official leaderboard | |
| LMCA | 41.4% | #53 of 147 | Official leaderboard | |
| Decision Index | 57.0 | #2 of 3 | Official leaderboard | |
| LiveBench | 54% | #26 of 31 | Official leaderboard | |
| Political Science LLM Benchmark | 63.5% | #36 of 42 | Official leaderboard |
Its lab's numbers put it at 153.3, in line with its ECI
The Self-Reported Index fits one score to the 17 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 150.3 to 156.3. How we compute it.
- MATH-Vision (MathVision) 94.6
- LiveCodeBench v6 90.3
- CharXiv 90.2
- GPQA Diamond 89.2
- RealWorldQA 85.9
- BabyVision 85.6
- OSWorld-Verified 84.3
- AndroidWorld 81.9
- IFBench 79.5
- Terminal-Bench 2.1 73
- SWE-Bench Pro 61.7
- NL2Repo-Bench 42.3
- DeepSWE 42.2
- SWE-bench Multimodal 38.6
- JobBench 33.4
- Humanity's Last Exam 30.8
- Agents' Last Exam 20.4
Its lab's number next to a leaderboard
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 |
|---|---|---|---|
| Agents' Last Exam | 20.4% Frontier agentic tasks Agents' Last Exam Pass@1 20.4 Score 42.9 | 20.4% Leaderboard, max, claude_code | 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.