TeleCom-Bench - Root Cause Diagnosis: leaderboard

Knowledge-application task of TeleCom-Bench (Xiao et al., ZTE Corporation, KDD 2026) mined from live network-operation agent trajectories: the model deduces the root cause of a network fault from alarms and performance data (the mean of a fault-agent set and a single-domain alarm-analysis set). Exact match in percent, with reasoning enabled, temperature 0.7 and a majority vote over three samples; higher is better.

Metric: Exact match (%; mean of a fault-agent set and a single-domain alarm-analysis set). Source: arxiv.org. Saturation forecast: Around February 2028. 8 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 235B A22B (Thinking)71.49#622 (Qwen 3 235B A22B)
2DeepSeek V3.2 (Thinking)63#403 (DeepSeek V3.2)
3Qwen 3 32B (Thinking)60.92#960 (Qwen 3 32B)
4GLM-4.7 (Thinking)26.63#365 (GLM-4.7)

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

Interactive version: theaggregate.ai/benchmark?slug=telecom-bench-root-cause-diagnosis · How It Works · Data refreshed daily, snapshot 2026-11-12.