Resources & Methods

When Annotators Disagree, Topology Explains: Mapper, a Topological Tool for Exploring Text Embedding Geometry and Ambiguity EMNLP 2025 When Attention Sink Emerges in Language Models: An Empirical View ICLR 2025 When Audio and Text Disagree: Revealing Text Bias in Large Audio-Language Models EMNLP 2025 When Bad Data Leads to Good Models ICML 2025 When Detection Fails: The Power of Fine-Tuned Models to Generate Human-Like Social Media Text ACL 2025 When Does Meaning Backfire? Investigating the Role of AMRs in NLI EMNLP 2025 When Do LLMs Help With Node Classification? A Comprehensive Analysis ICML 2025 When Evolution Strategy Meets Language Models Tuning COLING 2025 When Format Changes Meaning: Investigating Semantic Inconsistency of Large Language Models EMNLP 2025 When Inverse Data Outperforms: Exploring the Pitfalls of Mixed Data in Multi-Stage Fine-Tuning EMNLP 2025 When is Task Vector Provably Effective for Model Editing? A Generalization Analysis of Nonlinear Transformers ICLR 2025 When Large Language Models Meet Speech: A Survey on Integration Approaches ACL 2025 When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs EMNLP 2025 When Long Helps Short: How Context Length in Supervised Fine-tuning Affects Behavior of Large Language Models EMNLP 2025 When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA EMNLP 2025 When Multilingual Models Compete with Monolingual Domain-Specific Models in Clinical Question Answering NAACL 2025 When natural language is not enough: The limits of in-context learning demonstrations in multilingual reasoning NAACL 2025 When Neutral Summaries Are Not That Neutral: Quantifying Political Neutrality in LLM-Generated News Summaries (Student Abstract) AAAI 2025 When People are Floods: Analyzing Dehumanizing Metaphors in Immigration Discourse with Large Language Models ACL 2025 When Prompt Engineering Meets Software Engineering: CNL-P as Natural and Robust "APIs'' for Human-AI Interaction ICLR 2025 When Scale Meets Diversity: Evaluating Language Models on Fine-Grained Multilingual Claim Verification ACL 2025 When Scripts Diverge: Strengthening Low-Resource Neural Machine Translation Through Phonetic Cross-Lingual Transfer EMNLP 2025 When the Dictionary Strikes Back: A Case Study on Slovak Migration Location Term Extraction and NER via Rule-Based vs. LLM Methods ACL 2025 Where and How Do Languages Mix? A Study of Spanish-Guaraní Code-Switching in Paraguay NAACL 2025 Where Are We? Evaluating LLM Performance on African Languages ACL 2025