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Wealth Management Chatbot Response Generation on Bitext Wealth Management LLM Chatbot (test)

0.2692BLEUDPO Model
0.0189760.0839380.14890.213862Feb 10, 2026

Evaluation results

MethodLinks
DPO ModelBackbone=Qwen3-4B-Instruct-2507, Alignment=DPO, Toolkit=AlignTune2026.020.26920.57950.32810.411351.59080.9142
SFT ModelBackbone=Qwen3-4B-Instruct-2507, Alignment=SFT, Toolkit=AlignTune2026.020.2690.57960.3270.418251.84920.9134
GPT-5 (2-shot)Shots=22026.020.12180.47030.18050.270446.07760.8762
GPT-4o (2-shot)Shots=22026.020.07050.40620.13070.232337.41320.8676
Base Model (2-shot)Backbone=Qwen3-4B-Instruct-2507, Shots=2, Alignment=Base2026.020.03980.37260.10250.196837.06170.8443
Base Model (0-shot)Backbone=Qwen3-4B-Instruct-2507, Shots=0, Alignment=Base2026.020.02860.33120.08460.172934.38160.8343