CarryoverBench - Instant ASR: leaderboard

CarryoverBench:nanobot persistent-agent runtime,101attack variants and12benign tasks;temp0,sharedprompt/tools. Instant single-shot and Autonomous/Latent any-fire over5followups; utility task-weighted artifact rubric. Qwen3-235B-A22B main run disables thinking; other requested efforts unspecified. Defense/runtime ablations are separate experiments. Rate (%).

Metric: Rate (%). Source: arxiv.org. Saturation forecast: Around January 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.622.9#92
2GPT-5.422.9#82
3GLM-534.3#140
4Qwen 3 235B A22B (Non-reasoning)57.1#315 (Qwen 3 235B A22B)
5Gemini 3.1 Pro (Preview)60#60

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=carryoverbench-instant-asr · How It Works · Data refreshed daily, snapshot 2026-10-22.