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Travel-Oriented Multi-label Question Answering on KG-generated Travel Domain Overall n=888 (val)

0.8243EMReasoning SFT
0.2000920.3621460.52420.686254Jun 28, 2026

Evaluation results

MethodLinks
Reasoning SFTBackbone=Qwen3-4B, SFT Strategy=Reasoning-enhanced (with traces), Learning Rate=5e-52026.060.82430.90.890.92
Direct SFTBackbone=Qwen3-4B, SFT Strategy=Direct-answer (no reasoning traces), Learning Rate=5e-52026.060.65990.730.720.74
Pretrained Qwen3-4BBackbone=Qwen3-4B, SFT=None2026.060.22410.420.390.5