WeClawArena - Clinical: leaderboard

Task success rate on the Clinical domain of WeClawArena (2026), computed over all five variants of each of the 10 base tasks (one benign control and four attack-vector variants). Percent, higher is better.

Metric: Task success rate (%; deterministic check of the final multi-workspace state over all five variants of each of the 10 Clinical base tasks, one no-attacker control and four attack-vector variants; each model drives every owner agent in the Dockerized OpenClaw runtime; rows with missing task-success fields count as failures). Source: arxiv.org. Saturation forecast: Around 2029. 8 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.540#244
2Kimi K2.540#252
3DeepSeek V3.240#403
4Claude Opus 4.138#268
5Claude Opus 4.736#75
6Qwen 3 235B A22B34#622
7Qwen 3 32B28#960
8Kimi K2 (Thinking)26#435 (Kimi K2)

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=weclawarena-clinical · How It Works · Data refreshed daily, snapshot 2026-11-12.