Understanding

Causal Interventions Reveal Shared Structure Across English Filler–Gap Constructions EMNLP 2025 Causal Tree Extraction from Medical Case Reports: A Novel Task for Experts-like Text Comprehension EMNLP 2025 Challenges in Processing Chinese Texts Across Genres and Eras EMNLP 2025 CHARPEVAL: Benchmarking Large Language Models’ Contextual Reasoning in Knowledge-Grounded Dialogue ACL 2025 CHATTER: A character-attribution dataset for narrative understanding NAACL 2025 CHENGYU-BENCH: Benchmarking Large Language Models for Chinese Idiom Understanding and Use EMNLP 2025 CHILL at SemEval-2025 Task 2: You Can’t Just Throw Entities and Hope—Make Your LLM to Get Them Right SemEval 2025 ChuLo: Chunk-Level Key Information Representation for Long Document Understanding ACL 2025 CLaC at DISRPT 2025: Hierarchical Adapters for Cross-Framework Multi-lingual Discourse Relation Classification EMNLP 2025 CLaC at SemEval-2025 Task 6: A Multi-Architecture Approach for Corporate Environmental Promise Verification SemEval 2025 Clarifying Underspecified Discourse Relations in Instructional Texts ACL 2025 CLASSER: Cross-lingual Annotation Projection enhancement through Script Similarity for Fine-grained Named Entity Recognition IJCNLP 2025 Cleanse: Uncertainty Estimation Approach Using Clustering-based Semantic Consistency in LLMs ACL 2025 ClimateIE: A Dataset for Climate Science Information Extraction ACL 2025 CoAM: Corpus of All-Type Multiword Expressions ACL 2025 Code-Switching and Syntax: A Large-Scale Experiment ACL 2025 Code-switching Mediated Sentence-level Semantic Learning AAAI 2025 Cognate and Contact-Induced Transfer Learning for Hamshentsnag: A Low-Resource and Endangered Language NAACL 2025 Cognitive Geographies of Catastrophe Narratives: Georeferenced Interview Transcriptions as Language Resource for Models of Forced Displacement COLING 2025 Cognitive Linguistic Identity Fusion Score (CLIFS): A Scalable Cognition‐Informed Approach to Quantifying Identity Fusion from Text EMNLP 2025 COGUMELO at SemEval-2025 Task 3: A Synthetic Approach to Detecting Hallucinations in Language Models based on Named Entity Recognition SemEval 2025 Coherence of Argumentative Dialogue Snippets: A New Method for Large Scale Evaluation with an Application to Inference Anchoring Theory EMNLP 2025 Commonsense Video Question Answering through Video-Grounded Entailment Tree Reasoning CVPR 2025 Comparative Study of Multilingual Idioms and Similes in Large Language Models COLING 2025 Comparing Apples to Oranges: A Dataset & Analysis of LLM Humour Understanding from Traditional Puns to Topical Jokes EMNLP 2025