Persona-based medical summarization on WebMD (test)
0.537ROUGE-1L-F-13b (Llama2-13b Fine-tuned)
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| L-F-13b (Llama2-13b Fine-tuned)Model Size=13b, Configuration=Fine-tuned (QLoRA)2024.06 | 0.537 | 0.243 | 0.338 | 0.383 | 0.184 | 0.874 | 0.853 | 0.863 | |
| L-F-7b (Llama2-7b Fine-tuned)Model Size=7b, Configuration=Fine-tuned (QLoRA)2024.06 | 0.459 | 0.172 | 0.252 | 0.326 | 0.125 | 0.836 | 0.826 | 0.831 | |
| T5-FT (T5-Large)Model Size=Large, Configuration=Fine-tuned2024.06 | 0.426 | 0.156 | 0.237 | 0.302 | 0.114 | 0.842 | 0.807 | 0.824 | |
| FT5-FT (Flan-T5-Large)Model Size=Large, Configuration=Fine-tuned2024.06 | 0.412 | 0.155 | 0.233 | 0.29 | 0.112 | 0.839 | 0.799 | 0.819 | |
| LED-L (Longformer-Large)Model Variant=Large2024.06 | 0.398 | 0.123 | 0.256 | 0.253 | 0.093 | 0.825 | 0.787 | 0.806 | |
| LED-B (Longformer-Base)Model Variant=Base2024.06 | 0.333 | 0.093 | 0.174 | 0.173 | 0.033 | 0.807 | 0.767 | 0.786 | |
| PegasusConfiguration=Instruction-tuned2024.06 | 0.278 | 0.083 | 0.162 | 0.143 | 0.02 | 0.807 | 0.75 | 0.778 | |
| L-V-70b (Llama2-70b Vanilla)Model Size=70b, Configuration=Vanilla2024.06 | 0.251 | 0.072 | 0.137 | 0.162 | 0.037 | 0.657 | 0.646 | 0.651 | |
| L-V-13b (Llama2-13b Vanilla)Model Size=13b, Configuration=Vanilla2024.06 | 0.241 | 0.073 | 0.143 | 0.115 | 0.011 | 0.808 | 0.735 | 0.77 | |
| BART-largeModel Variant=Large2024.06 | 0.236 | 0.081 | 0.15 | 0.113 | 0.008 | 0.838 | 0.749 | 0.791 | |
| Falcon 7b-instructionModel Size=7b, Configuration=Instruction-tuned2024.06 | 0.233 | 0.05 | 0.128 | 0.124 | 0.013 | 0.786 | 0.732 | 0.758 | |
| L-V-7b (Llama2-7b Vanilla)Model Size=7b, Configuration=Vanilla2024.06 | 0.142 | 0.04 | 0.085 | 0.067 | 0.006 | 0.72 | 0.657 | 0.687 |