Bench leaderboard
This table ranks models on markup, not on whether the output works.
No run has been executed and graded yet. see verified examples →
No run has been executed and graded yet. see verified examples →
Auto-scored matrix across 32 runs · 1 model · 8 skill kinds. Scoring rubric: validity + fidelity + structure + depth + cleanliness (max 10/step).
Score over time
Dots = individual steps. Solid lines = rolling-3 average per model. As we swap models + skills the line tells the story of where we got better — or worse.
qwen-image (75)
Axis breakdown over time
Each rubric axis (max 2) plotted independently. Useful for diagnosing — e.g. fidelity climbs when subject-token recall improves, structure climbs when models start emitting proper semantic tags.
validity fidelity structure depth cleanliness
Model × skill (avg of 32 runs)
| Model | code-app | image-gen | ops-doc | project-dna | slide-deck | video-gen | web-research | website | overall |
|---|---|---|---|---|---|---|---|---|---|
| qwen-image | 7.3 /10 (3) | 8.0 /10 (40) | 0.0 /10 (1) | 6.0 /10 (1) | 9.8 /10 (4) | 2.0 /10 (1) | 0.0 /10 (1) | 8.8 /10 (24) | 8.0 /10 |
All graded runs
r-1790763760420-esb6c 16 / 20 qwen-image r-1790763671038-hsi6w 9 / 10 qwen-image r-1790683364980-hztgt 17 / 20 qwen-image r-1789575271035-0t1kd 16 / 20 qwen-image r-1789372720548-sha2t 23 / 40 qwen-image r-1789371963708-dorus 18 / 20 qwen-image r-1788789216205-0fjzf 18 / 20 qwen-image r-1788776318396-fm3jk 0 / 10 qwen-image r-1788009834813-cjcbo 20 / 30 qwen-image r-1788009499692-yxz4g 25 / 30 qwen-image r-1788009202342-oqjqx 25 / 30 qwen-image r-1788008810058-itxfo 25 / 30 qwen-image r-1788008301443-07hlp 33 / 70 qwen-image r-1788005584004-9p3oy 9 / 10 qwen-image r-1786987902920-3k0cp 11 / 20 qwen-image r-1786964694998-hewm2 26 / 30 qwen-image r-1786964043543-v1r2j 26 / 30 qwen-image r-1786963127399-1hzlf 26 / 30 qwen-image r-1786618138520-2xqw2 9 / 10 qwen-image r-1786618060020-emxew 10 / 10 qwen-image r-1786617981960-gs9yg 10 / 10 qwen-image r-1785771742629-wo16g 18 / 20 qwen-image r-1785165929042-uxxuw 24 / 30 qwen-image r-1784907420621-cvmvv 16 / 20 qwen-image r-1784907129958-wn6uy 24 / 30 qwen-image r-1784906834360-t673h 24 / 30 qwen-image r-1784906560821-ep9yh 16 / 20 qwen-image r-1784906272609-b8sdc 24 / 30 qwen-image r-1784905978328-jmffo 24 / 30 qwen-image r-1784905702820-huqd4 24 / 30 qwen-image r-1784905252746-1otpt 24 / 30 qwen-image r-1784543685543-7tepp 10 / 10 qwen-image