Summarization on BioPubSum (test)
39.2ROUGE-1ChatGPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ChatGPTPrompt Condition=add demonstration2026.06 | 39.2 | 15.6 | 36.34 | |
| ChatGPTPrompt Condition=add prompt2026.06 | 37.61 | 15.3 | 35.92 | |
| SOTA2026.06 | 35.5 | 13.7 | 32.4 | |
| BARTPrompt Condition=no prompt2026.06 | 30.48 | 9.95 | 24.91 | |
| BARTPrompt Condition=add prompt2026.06 | 30.45 | 9.93 | 24.88 | |
| Flan-T5Prompt Condition=add prompt2026.06 | 29.6 | 10.01 | 25.36 | |
| T5Prompt Condition=add prompt2026.06 | 27.37 | 7.74 | 22.71 | |
| T5Prompt Condition=no prompt2026.06 | 25.62 | 6.41 | 21 | |
| ChatGPTPrompt Condition=no prompt2026.06 | 25.05 | 10.26 | 22.51 | |
| Flan-T5Prompt Condition=no prompt2026.06 | 22.52 | 7.59 | 19.94 | |
| GPT2Prompt Condition=no prompt2026.06 | 22.11 | 10.01 | 18.53 | |
| GPT2Prompt Condition=add prompt2026.06 | 21.98 | 9.93 | 18.41 |