DTap-Bench (Benign Tasks) - Browser: leaderboard

Benign web browser tasks from DTap-Bench (Chen et al., 2026), run by a tool-using agent in simulated MCP environments with no attack applied. Success rate in percent over 34 tasks, averaged over task categories and judged by a rule-based check of the final environment state; higher is better.

Metric: Benign task success rate (%; 34 benign web browser tasks, no attack applied; a task succeeds when a rule-based check of the final environment state finds the instruction fully completed; mean of its task-category rates). Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro97.2#135
2Claude Sonnet 4.595.8#244
3GPT-5.588.8#48
4DeepSeek V4 Pro83.1#181
5GPT-5.179.2#225
6GPT-5.477.1#121
7GPT-5.255.6#172
8GPT-OSS-120B25#699

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

Interactive version: theaggregate.ai/benchmark?slug=dtap-bench-benign-tasks-browser · How It Works · Data refreshed daily, snapshot 2026-11-12.