TelcoAgent-Bench - Blueprint Reliability (Arabic): leaderboard

Metric: Blueprint reliability score x100 (0-100) 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), Arabic dialogues: a weighted sum of the exact gold-path rate, the gold-path rate within one edit, and one minus the pairwise edit-distance dispersion across a blueprint's samples (weights not printed; every cell fits 0.5, 0.3 and 0.2); higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScore
1Granite 3.3 8B Instruct46.2
2Qwen 3 8B29.3
3Mistral 7B Instruct23
4Llama 3 8B Instruct19.2
5Gemma 3 4B (IT)18.9
6Qwen 2.5 7B Instruct17.2
7Qwen-7B Chat17.1
8granite-3.1-3B-a800m-instruct10.7

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