DataClawBench - Easy: leaderboard

Metric: Final-answer accuracy (%) on the 131 easy tasks, OpenClaw agent (Python execution, file reading, web fetch and web search tools) in an isolated container with the read-only data environment, vendor-default sampling and reasoning, 1200 s per task, GLM-5 judge against the gold answer with sub-questions scored separately; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 8 models tracked.

Top models

#ModelScore
1Claude Opus 4.6 (High)76.8
2Gemini 3.1 Pro (Preview) (High)67.6
3MiniMax-M2.762.6
4GLM-545.8
5DeepSeek V3.2 (Thinking)45
6Qwen 3.5 Plus45
7Kimi K2.541.2
8GPT-5.4 (Non-reasoning)23.1

Interactive version: theaggregate.ai/benchmark?slug=dataclawbench-easy · How It Works · Data refreshed daily, snapshot 2026-10-07.