AgentS4D - Task Completion (OpenClaw): leaderboard

Task completion on the 328 risk-injected AgentS4D (Zhejiang University of Technology, 2026) workspace cases run in the OpenClaw harness. The score is the percent of runs that satisfy the case-specific completion check for the authorized task despite the injected attacker content; higher is better.

Metric: Task completion rate (%): runs whose case-specific completion predicate for the authorized task is satisfied, over the 328 risk-injected cases run once in the OpenClaw (2026.6.9) harness; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 5 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V4 Pro97.26#188
2Gemini 3.1 Pro (Preview)96.65#94
3GPT-5.595.73#49
4MiniMax-M391.77#269
5Qwen 3.7 Plus89.94#207

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

Interactive version: theaggregate.ai/benchmark?slug=agents4d-task-completion-openclaw · How It Works · Data refreshed daily, snapshot 2026-11-13.