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cs.CL2025

Think Right, Not More: Test-Time Scaling for Numerical Claim Verification

Primakov Chungkham, V Venktesh, Vinay Setty +1

Fact-checking real-world claims, particularly numerical claims, is inherently complex that require multistep reasoning and numerical reasoning for verifying diverse aspects of the…

cs.CL2025

ShortCheck: Checkworthiness Detection of Multilingual Short-Form Videos

Henrik Vatndal, Vinay Setty

Short-form video platforms like TikTok present unique challenges for misinformation detection due to their multimodal, dynamic, and noisy content. We present ShortCheck, a modular,…

cs.CL2025

The CLEF-2025 CheckThat! Lab: Subjectivity, Fact-Checking, Claim Normalization, and Retrieval

Firoj Alam, Julia Maria Struß, Tanmoy Chakraborty +11

The CheckThat! lab aims to advance the development of innovative technologies designed to identify and counteract online disinformation and manipulation efforts across various lang…

cs.IR2025

FlashCheck: Exploration of Efficient Evidence Retrieval for Fast Fact-Checking

Kevin Nanekhan, Venktesh V, Erik Martin +3

The advances in digital tools have led to the rampant spread of misinformation. While fact-checking aims to combat this, manual fact-checking is cumbersome and not scalable. It is…

cs.IR2025

FactIR: A Real-World Zero-shot Open-Domain Retrieval Benchmark for Fact-Checking

Venktesh V, Vinay Setty

The field of automated fact-checking increasingly depends on retrieving web-based evidence to determine the veracity of claims in real-world scenarios. A significant challenge in t…

cs.CL2025

Annotation Tool and Dataset for Fact-Checking Podcasts

Vinay Setty, Adam James Becker

Podcasts are a popular medium on the web, featuring diverse and multilingual content that often includes unverified claims. Fact-checking podcasts is a challenging task, requiring…