Don't waste a single annotation: improving single-label classifiers through soft labels. - Ben Wu 001; Yue Li; Yida Mu; Carolina Scarton; Kalina Bontcheva; Xingyi Song (EMNLP (Findings), 2023)

SheffieldVeraAI at SemEval-2023 Task 3: Mono and Multilingual Approaches for News Genre, Topic and Persuasion Technique Classification. - Ben Wu 001; Olesya Razuvayevskaya; Freddy Heppell; João Augusto Leite; Carolina Scarton; Kalina Bontcheva; Xingyi Song (SemEval@ACL, 2023)

Team SheffieldVeraAI at SemEval-2023 Task 3: Mono and multilingual approaches for news genre, topic and persuasion technique classification. - Ben Wu 001; Olesya Razuvayevskaya; Freddy Heppell; João Augusto Leite; Carolina Scarton; Kalina Bontcheva; Xingyi Song (CoRR, 2023)

Bio-SIEVE: Exploring Instruction Tuning Large Language Models for Systematic Review Automation. - Ambrose Robinson; William Thorne; Ben Wu 001; Abdullah Pandor; Munira Essat; Mark Stevenson; Xingyi Song (CoRR, 2023)

Comparison between parameter-efficient techniques and full fine-tuning: A case study on multilingual news article classification. - Olesya Razuvayevskaya; Ben Wu 001; João Augusto Leite; Freddy Heppell; Ivan Srba; Carolina Scarton; Kalina Bontcheva; Xingyi Song (CoRR, 2023)

Overview of the CLEF-2024 CheckThat! Lab Task 6 on Robustness of Credibility Assessment with Adversarial Examples (InCrediblAE). - Piotr Przybyla; Ben Wu 001; Alexander V. Shvets; Yida Mu; Kim Cheng Sheang; Xingyi Song; Horacio Saggion (CLEF (Working Notes), 2024)

Navigating Prompt Complexity for Zero-Shot Classification: A Study of Large Language Models in Computational Social Science. - Yida Mu; Ben P. Wu 001; William Thorne; Ambrose Robinson; Nikolaos Aletras; Carolina Scarton; Kalina Bontcheva; Xingyi Song (LREC/COLING, 2024)

Confidence Regulation Neurons in Language Models. - Alessandro Stolfo; Ben Wu 001; Wes Gurnee; Yonatan Belinkov; Xingyi Song; Mrinmaya Sachan; Neel Nanda (NeurIPS, 2024)

Comparison between parameter-efficient techniques and full fine-tuning: A case study on multilingual news article classification. - Olesya Razuvayevskaya; Ben Wu 001; João Augusto Leite; Freddy Heppell; Ivan Srba; Carolina Scarton; Kalina Bontcheva; Xingyi Song (Zenodo, 2024)

Efficient Annotator Reliability Assessment and Sample Weighting for Knowledge-Based Misinformation Detection on Social Media. - Owen Cook; Charlie Grimshaw; Ben Peng Wu 001; Sophie Dillon; Jack Hicks; Luke Jones; Thomas Smith; Matyas Szert; Xingyi Song (NAACL (Findings), 2025)

Dense SAE Latents Are Features, Not Bugs. - Xiaoqing Sun; Alessandro Stolfo; Joshua Engels; Ben Wu 001; Senthooran Rajamanoharan; Mrinmaya Sachan; Max Tegmark (CoRR, 2025)