TelcoAgent-Bench - Resolution Accuracy (English): leaderboard

Metric: Resolution accuracy: mean cosine similarity x100 (-100 to 100, sentence embeddings) between the agent's final resolution summary and the gold summary on TelcoAgent-Bench (15 telecom troubleshooting intents, 49 blueprints with 30 sampled dialogues each; the agent starts from the engineer's first message and calls core and distractor network tools), English dialogues; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScore
1Granite 3.3 8B Instruct88.6
2Mistral 7B Instruct87.6
3Llama 3 8B Instruct87.2
4Gemma 3 4B (IT)86
5granite-3.1-3B-a800m-instruct85.5
6Qwen 3 8B84.9
7Qwen-7B Chat84.8
8Qwen 2.5 7B Instruct82.3

Interactive version: theaggregate.ai/benchmark?slug=telcoagent-bench-resolution-accuracy-english · How It Works · Data refreshed daily, snapshot 2026-10-07.