notesum.ai
Published at November 14Piecing It All Together: Verifying Multi-Hop Multimodal Claims
cs.CL
cs.AI
Released Date: November 14, 2024
Authors: Haoran Wang1, Aman Rangapur1, Xiongxiao Xu1, Yueqing Liang1, Haroon Gharwi1, Carl Yang2, Kai Shu2
Aff.: 1Illinois Institute of Technology; 2Emory University

| Model | Method | 1-hop | 2-hop | 3-hop | 4-hop |
|---|---|---|---|---|---|
| Gemini 1.5 | CoT | 78.52 | 69.66 | 67.45 | 70.24 |
| Self-Ask | 75.47 | 66.58 | 60.94 | 70.67 | |
| Symbolic | 74.89 | 63.82 | 54.61 | 72.36 | |
| GPT4-o | CoT | 80.43 | 83.33 | 71.20 | 72.99 |
| Self-Ask | 77.42 | 80.12 | 70.52 | 75.23 | |
| Symbolic | 80.56 | 78.78 | 68.72 | 75.67 |