Papers by Alvi Ishmam
M3D: MultiModal MultiDocument Fine-Grained Inconsistency Detection (2024.emnlp-main)
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| Challenge: | Existing methods for fact-checking claim are limited by ambiguous information and lack sample-level predictions. |
| Approach: | They propose a method that predicts the logical relationship of each aspect of a claim from a set of multimodal documents. |
| Outcome: | The proposed method outperforms existing models on two benchmarks while providing finer-grained predictions, explanations, and evidence. |