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Multi-turn Clarification on ClarifyMT-Bench

96.6Precision (P)Base Model
9.34431.99754.6577.303Dec 24, 2025

Evaluation results

MethodLinks
Base ModelBackbone=Qwen-2.5-7B-It2025.1296.636.560.342.438.872.957.9
Majority VotingBackbone=Qwen-2.5-7B-It2025.1296.442.774.649.143.271.662.9
AT-CoTBackbone=Qwen-2.5-7B-It2025.1293.973.269.754.750.843.764.3
CoTBackbone=Qwen-2.5-7B-It2025.12895563.165.662.763.166.4
ClarifyAgentBackbone=Qwen-2.5-7B-It2025.1285.385.897.391.78483.988
AT-CoTBackbone=Llama-3.1-8B-It2025.1274.580.484.881.88729.273
Intent-SimBackbone=Qwen-2.5-7B-It2025.1265.259.46060.861.450.159.5
ClarifyAgentBackbone=Llama-3.1-8B-It2025.125897.210097.196.581.788.4
Base ModelBackbone=Llama-3.1-8B-It2025.1248.375.687.586.484.844.471.2
Majority VotingBackbone=Llama-3.1-8B-It2025.1248.376.986.48991.243.372.4
Intent-SimBackbone=Llama-3.1-8B-It2025.1222.683.384.486.677.61561.6
CoTBackbone=Llama-3.1-8B-It2025.1212.780.28988.690.127.364.7