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Numerical Information Extraction on Disaster Report Information Extraction Dataset
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0.9628
Deaths
Qwen2.5-7B-lora
0.609928
0.701539
0.79315
0.884761
Dec 18, 2025
Deaths
Injured
Losses Amount
Updated 4d ago
Evaluation Results
Method
Method
Links
Deaths
Injured
Losses Amount
Qwen2.5-7B-lora
Fine-tuning=LoRA
2025.12
0.9628
0.9362
0.8869
BeiChuan2-7B-lora
Fine-tuning=LoRA
2025.12
0.9458
0.9367
0.8715
Gemma2-9B-lora
Fine-tuning=LoRA
2025.12
0.9352
0.9145
0.8136
ChatGLM-6B-lora
Fine-tuning=LoRA
2025.12
0.9216
0.8842
0.8628
LLaMA3-8B-CH-lora
Fine-tuning=LoRA
2025.12
0.9128
0.8673
0.8315
Qwen2.5-7B-instruct
Training Type=Instruct
2025.12
0.7018
0.6595
0.8542
LLaMA3-8B-CH-chat
Training Type=Chat
2025.12
0.6235
0.5567
0.1152
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