Papers by Primakov Chungkham
Think Right, Not More: Test-Time Scaling for Numerical Claim Verification (2025.findings-emnlp)
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| Challenge: | Fact-checking real-world claims requires multistep reasoning and numerical reasoning . large language models are unable to understand nuance of numerical aspects . |
| Approach: | They propose scaling test-time compute (TTS) for large language models to solve this problem . they train a verifier model to navigate the space of possible reasoning paths . |
| Outcome: | The proposed approach achieves 1.8x higher efficiency than standard TTS while delivering 18.8% performance improvement over single-shot verification methods. |