Understanding

Vision-aided Unsupervised Constituency Parsing with Multi-MLLM Debating ACL 2025 VMWE identification with models trained on GUD (a UDv.2 treebank of Standard Modern Greek) NAACL 2025 Vorm: Translations and a constrained hypothesis space support unsupervised morphological segmentation across languages CoNLL 2025 What am I missing here?: Evaluating Large Language Models for Masked Sentence Prediction IJCNLP 2025 What does memory retrieval leave on the table? Modelling the Cost of Semi-Compositionality with MINERVA2 and sBERT CoNLL 2025 When Does Meaning Backfire? Investigating the Role of AMRs in NLI EMNLP 2025 When Less Is More: Logits-Constrained Framework with RoBERTa for Ancient Chinese NER NAACL 2025 When People are Floods: Analyzing Dehumanizing Metaphors in Immigration Discourse with Large Language Models ACL 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 When the LM misunderstood the human chuckled: Analyzing garden path effects in humans and language models ACL 2025 Where do LLMs Encode the Knowledge to Assess the Ambiguity? COLING 2025 Who Relies More on World Knowledge and Bias for Syntactic Ambiguity Resolution: Humans or LLMs? NAACL 2025 Whose Boat Does it Float? Improving Personalization in Preference Tuning via Inferred User Personas ACL 2025 Whose Palestine Is It? A Topic Modelling Approach to National Framing in Academic Research EMNLP 2025 Who Taught You That? Tracing Teachers in Model Distillation ACL 2025 WHoW: A Cross-domain Approach for Analysing Conversation Moderation NAACL 2025 Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning EMNLP 2025 WojoodOntology: Ontology-Driven LLM Prompting for Unified Information Extraction Tasks EMNLP 2025 WojoodRelations: Arabic Relation Extraction Corpus and Modeling EMNLP 2025 Women, Infamous, and Exotic Beings: A Comparative Study of Honorific Usages in Wikipedia and LLMs for Bengali and Hindi EMNLP 2025 Word Form Matters: LLMs’ Semantic Reconstruction under Typoglycemia ACL 2025 World Knowledge Resolves Some Aspectual Ambiguity ACL 2025 xCoRe: Cross-context Coreference Resolution EMNLP 2025 You Only Read Once (YORO): Learning to Internalize Database Knowledge for Text-to-SQL NAACL 2025 Your Large Language Models are Leaving Fingerprints COLING 2025