Factiverse content by category

Creating a space to share thought leadership, case studies and educational materials about analysing digital information.

Research Papers

Research Papers

August 11, 2026

Towards Robust Numerical Claim Verification

Fine-tuned small models hit 98.7% on altered numeric claims, easily beating GPT-5.4 Pro’s 74%

Research Papers

Calibrating Small Language Models for Claim Check-Worthiness Detection

NN-PPI lets small AI models detect checkworthy claims as well as LLMs, without any retraining

Research Papers

September 8, 2026

ShortCheck: Checkworthiness Detection of Multilingual Short‐Form Videos

ShortCheck flags TikToks, Shorts and Reels worth fact-checking across over 30 major languages

Research Papers

September 1, 2026

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

FlashCheck cuts search index memory by 93%, making real-time fact-checking faster and cheaper

Research Papers

October 27, 2026

Multilingual Fact-Checking at Scale: Fine-Tuned Compact Models vs LLMs

Compact fine-tuned models rival GPT-5.2 and Claude Opus 4.6 at fact-checking in 114 languages