WeClawArena - Bargaining: leaderboard

Task success rate on the Bargaining domain of WeClawArena (2026), computed over all five variants of each of the 24 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 24 Bargaining 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 February 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.568.3#244
2Claude Opus 4.763.3#75
3Kimi K2.547.5#252
4Qwen 3 235B A22B25.8#622
5Claude Opus 4.122.5#268
6DeepSeek V3.220#403
7Kimi K2 (Thinking)19.2#435 (Kimi K2)
8Qwen 3 32B11.7#960

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

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