notesum.ai
Published at November 5Graph-DPEP: Decomposed Plug and Ensemble Play for Few-Shot Document Relation Extraction with Graph-of-Thoughts Reasoning
cs.CL
cs.AI
cs.IR
Released Date: November 5, 2024
Authors: Tao Zhang1, Ning Yan2, Masood Mortazavi2, Hoang H. Nguyen1, Zhongfen Deng1, Philip S. Yu1
Aff.: 1University of Illinois at Chicago; 2Futurewei Technologies Inc.

| Models | Macro-Rec | Macro-Pre | Macro-F1 |
| ChatGPT | 37.31 | 20.31 | 26.30 |
| COT (Li et al., 2023) | 16.02 | 17.85 | 16.88 |
| CODEIE (Li et al., 2023) | 8.30 | 15.45 | 10.79 |
| Graph-DPEP on Llama2 w. only dec. prompt | 58.76 | 21.34 | 31.31 |
| Graph-DPEP on Mistral w. only dec. prompt | 61.17 | 25.30 | 35.79 |
| Graph-DPEP on Llama3 w. only dec. prompt | 62.17 | 30.17 | 40.62 |
| Graph-DPEP on Llama2 | 62.49 | 22.82 | 33.43 |
| Graph-DPEP on Mistral | 64.69 | 27.99 | 39.07 |
| Graph-DPEP on Llama3 | 65.27 | 31.46 | 42.45 |