TeleCom-Bench - Wired Network: leaderboard

Product-knowledge set of TeleCom-Bench (Xiao et al., ZTE Corporation, KDD 2026): open-ended questions on wired transport products (SPN and PTN, routing protocols, routers, switches and optical transport networks), built from vendor documentation with a knowledge graph. Three LLM judges vote on a 5-point scale, printed as a percentage (the mean of summarization, concept-explanation and short-answer sets), with reasoning enabled, temperature 0.7 and a majority vote over three samples; higher is better.

Metric: LLM-judge score (%; open-ended wired-network product-knowledge questions, three-judge vote on a 5-point scale). Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScoreOverall rank
1GLM-4.7 (Thinking)60.9#365 (GLM-4.7)
2Qwen 3 235B A22B (Thinking)60.88#622 (Qwen 3 235B A22B)
3Qwen 3 32B (Thinking)59.41#960 (Qwen 3 32B)
4DeepSeek V3.2 (Thinking)57.34#403 (DeepSeek V3.2)

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-wired-network · How It Works · Data refreshed daily, snapshot 2026-11-12.