Author

Vinay Setty

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#natural language process... Preprint Sep 2026

Towards Robust Numerical Claim Verification

Large language models (LLMs) are widely used for claim verification, yet remain brittle for numerical reasoning: even small changes in value can sharply degrade accuracy. We show that this brittleness persists in frontier LLMs, but can be mitigated through adversarial fine-tuning on numerically perturbed examples. Usin...

Peter Røysland Aarnes, Vinay Setty · 0 citations

Book Open access Jul 2026

Effectiveness of Sparse Retrieval for Automated Fact-Checking

These findings establish learned sparse retrieval as a highly impactful design choice in automated fact-checking, with retrieval quality serving as a critical determinant of end-to-end performance in the studied systems.

Ritvik Setty, Vinay Setty · International Conference on... · 0 citations