Papers with micro language evolution path leverages unlabelled pairwise data
MAPLE: Micro Analysis of Pairwise Language Evolution for Few-Shot Claim Verification (2024.findings-eacl)
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| Challenge: | Existing methods for verification of claims are limited by the availability of labeled data. |
| Approach: | They propose a method that explores the alignment between a claim and its evidence using a seq2seq model and a novel semantic measure. |
| Outcome: | The proposed method shows significant performance improvements over baselines SEED, PET and LLaMA 2 across three fact-checking datasets. |