TeleCom-Bench - Basic Theory: leaderboard

Telecom theory set of TeleCom-Bench (Xiao et al., ZTE Corporation, KDD 2026): multiple-select questions on communication fundamentals, 5G network architecture and 3GPP protocols. Scored by Macro-F1 in percent (the mean of a communication-exam set and a 3GPP set), with reasoning enabled, temperature 0.7 and a majority vote over three samples; higher is better.

Metric: Macro-F1 (%; multiple-select telecom theory questions, mean of a communication-exam set and a 3GPP-protocol set). Source: arxiv.org. Saturation forecast: Around February 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 235B A22B (Thinking)69.04#622 (Qwen 3 235B A22B)
2DeepSeek V3.2 (Thinking)67.12#403 (DeepSeek V3.2)
3Qwen 3 32B (Thinking)61.01#960 (Qwen 3 32B)
4GLM-4.7 (Thinking)51.82#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-basic-theory · How It Works · Data refreshed daily, snapshot 2026-11-12.