TeleCom-Bench - Event Verification: leaderboard

Knowledge-application task of TeleCom-Bench (Xiao et al., ZTE Corporation, KDD 2026) mined from live network-operation agent trajectories: the model checks a 4G load-imbalance event against structured data from the management system by calculation and rule-based comparison. Exact match in percent, with reasoning enabled, temperature 0.7 and a majority vote over three samples; higher is better.

Metric: Exact match (%; 4G load-imbalance checks over structured network data). Source: arxiv.org. Saturation forecast: Around May 2028. 8 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 235B A22B (Thinking)72.72#622 (Qwen 3 235B A22B)
2DeepSeek V3.2 (Thinking)67.35#403 (DeepSeek V3.2)
3Qwen 3 32B (Thinking)59#960 (Qwen 3 32B)
4GLM-4.7 (Thinking)12.95#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-event-verification · How It Works · Data refreshed daily, snapshot 2026-11-12.