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Multiple-choice Question Answering on CEval

79.86AccuracyQwen-14B
7.725626.452845.1863.9072Jul 23, 2024Nov 18, 2024Mar 17, 2025Jul 13, 2025Nov 9, 2025Mar 7, 2026Jul 4, 2026

Evaluation results

MethodLinks
Qwen-14Brole=Teacher model, shot=5-shot, backbone=Qwen-1.5 14B2024.0779.86
+ DDKrole=Student model, shot=5-shot, backbone=Qwen-1.5 1.8B, training=Knowledge Distillation (DDK)2024.0765.38
+ TEDrole=Student model, shot=5-shot, backbone=Qwen-1.5 1.8B, training=Knowledge Distillation (TED)2024.0762.11
+ MiniLLMrole=Student model, shot=5-shot, backbone=Qwen-1.5 1.8B, training=Knowledge Distillation (MiniLLM)2024.0762.03
Student (1.8B)role=Student model, shot=5-shot, backbone=Qwen-1.5 1.8B2024.0761.96
+ KDrole=Student model, shot=5-shot, backbone=Qwen-1.5 1.8B, training=Knowledge Distillation2024.0761.66
+ CPTrole=Student model, shot=5-shot, backbone=Qwen-1.5 1.8B, training=Continual Pre-training2024.0760.92
VisionCheckpoint selection=best2026.0742.1
VisionCheckpoint selection=ep102026.0742.1
IndexCheckpoint selection=ep102026.0742.1
IndexCheckpoint selection=best2026.0710.5