notesum.ai
Published at December 10IntellectSeeker: A Personalized Literature Management System with the Probabilistic Model and Large Language Model
cs.IR
cs.AI
Released Date: December 10, 2024
Authors: Weizhen Bian1, Siyan Liu2, Yubo Zhou3, Dezhi Chen3, Yijie Liao3, Zhenzhen Fan2, Aobo Wang2
Aff.: 1Hong Kong University of Science and Technology; 2National University of Singapore; 3Hong Kong Baptist University

| Model | Actions | BLEU | ROUGE-1 | ROUGE-2 | ROUGE-L | METEOR |
|---|---|---|---|---|---|---|
| Llama2-7B | fine-tune | 0.0 | 0.1423 | 0.0072 | 0.0983 | 0.1423 |
| Llama2-13B | fine-tune | 0.0919 | 0.2050 | 0.0418 | 0.1430 | 0.3309 |
| Gemma2-2B | fine-tune | 0.1933 | 0.2821 | 0.0951 | 0.2052 | 0.4720 |
| Mistral-7B | fine-tune | 0.0989 | 0.2079 | 0.1258 | 0.1759 | 0.4352 |
| Gpt-3.5-turbo | zero-shot | 0.0 | 0.2125 | 0.0287 | 0.1949 | 0.1311 |
| Gpt-3.5-turbo | one-shot | 0.1562 | 0.3066 | 0.0605 | 0.2252 | 0.4966 |
| Gpt-3.5-turbo | few-shot | 0.4445 | 0.6058 | 0.4517 | 0.5554 | 0.7155 |
| Gpt-3.5-turbo | fine-tune | 0.9269 | 0.9413 | 0.9160 | 0.9355 | 0.9553 |