TS-Guard Release Auxiliary - ASB attack-identification F1: leaderboard

TS-Bench step-level label classification. Strict/loose/exact mappings are distinct tasks; accuracy andF1 measure correctness; recall alone lacks falsepositive penalty and is retained as sourcecontext. These are not modelrefusal rates. AgentHarm/ASB/AgentDojo trajectorypopulations remain separate. Auxiliary task is wholetrajectory/request detection, distinct fromstepclassification. Metric: F1 score (%). Higher is better. Source: https://arxiv.org/html/2601.10156v1

Metric: F1 score (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o61.74#339
2Qwen 3 8B33.45#671
3Qwen 2.5 7B Instruct23.2#857

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=ts-guard-release-auxiliary-asb-attack-identification-f1 · How It Works · Data refreshed daily, snapshot 2026-10-17.