TASC-p - Recovery: leaderboard

Time-sensitive safety awareness in authored conversations. TASC v1 uses one sample per authored conversation through OpenRouter, with provider-default temperature, top-p and reasoning effort. These are published observations; this intake makes no model calls. Condition A uses a duration parser. Conditions B and C use GPT-5.6 Luna as the judge of record, Claude Sonnet 5 as a second judge and Claude Opus 5 for adjudication. TASC-m Table 3 uses 3,397 shared inputs, with column denominators 234, 877, 1,347, 275 and 79. TASC-p has 33 complete scenario tuples per model, except DeepSeek-V4-Pro with 32. Non-violation catches are false alarms, so lower is better. Recovery is conditional on Condition B misses; the undefined Opus recovery remains missing. Exact API snapshots are unreported. Question access: Primary result reviewed; exact scored release availability not confirmed.

Metric: Published rate (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 12 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.5 (Benchmark Sweep Run: source=TASC; provider defaults; one sample; full authored history)82.4
2Claude Sonnet 5 (Benchmark Sweep Run: source=TASC; provider defaults; one sample; full authored history)81
3GPT-5 mini (Benchmark Sweep Run: source=TASC; provider defaults; one sample; full authored history)78.6
4GLM-5.2 (Benchmark Sweep Run: source=TASC; provider defaults; one sample; full authored history)70.8
5Gemini 3.7 Flash (Benchmark Sweep Run: source=TASC; provider defaults; one sample; full authored history)66.7
6Qwen3.8-Max (Benchmark Sweep Run: source=TASC; provider defaults; one sample; full authored history)63.2
7GPT-5.6 Terra (Benchmark Sweep Run: source=TASC; provider defaults; one sample; full authored history)60
8DeepSeek-V4-Pro (Benchmark Sweep Run: source=TASC; provider defaults; one sample; full authored history)46.4
9Kimi K3 (Benchmark Sweep Run: source=TASC; provider defaults; one sample; full authored history)37
10Claude Haiku 4.5 (Benchmark Sweep Run: source=TASC; provider defaults; one sample; full authored history)21.9

Interactive version: theaggregate.ai/benchmark?slug=tasc-p-recovery · How It Works · Data refreshed daily, snapshot 2026-11-06.