FaulT-Bench - Wrong-Device Tickets - Reasoning Score: leaderboard

FaulT-Bench (arXiv 2608.27021v1): network troubleshooting agents diagnose emulated networks from trouble tickets that point at the wrong device, in 24 scenarios over three passes, judged by gpt-5-mini; the class had no timed-out runs. Reasoning score (Table 7): judged grounding, causality and coverage of the investigation log, 0-1. Higher is better.

Metric: Judged reasoning score (0-1; grounding, causality and coverage, answered runs). Source: arxiv.org. Saturation forecast: Around February 2027. 3 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.60.96#94

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=fault-bench-wrong-device-tickets-reasoning-score · How It Works · Data refreshed daily, snapshot 2026-11-05.