natural language understanding

Natural Context Drift Undermines the Natural Language Understanding of Large Language Models EMNLP 2025 Natural Language Understanding of Devanagari Script Languages: Language Identification, Hate Speech and its Target Detection COLING 2025 No Questions are Stupid, but some are Poorly Posed: Understanding Poorly-Posed Information-Seeking Questions ACL 2025 NovelCR: A Large-Scale Bilingual Dataset Tailored for Long-Span Coreference Resolution ACL 2025 NusaBERT: Teaching IndoBERT to be Multilingual and Multicultural COLING 2025 PHGC: Procedural Heterogeneous Graph Completion for Natural Language Task Verification in Egocentric Videos CVPR 2025 Planetarium: A Rigorous Benchmark for Translating Text to Structured Planning Languages NAACL 2025 PRACTIQ: A Practical Conversational Text-to-SQL dataset with Ambiguous and Unanswerable Queries NAACL 2025 Pragmatics in the Era of Large Language Models: A Survey on Datasets, Evaluation, Opportunities and Challenges ACL 2025 Rolling the DICE on Idiomaticity: How LLMs Fail to Grasp Context ACL 2025 Self-Correction Makes LLMs Better Parsers EMNLP 2025 skLEP: A Slovak General Language Understanding Benchmark ACL 2025 SOCIAL SCAFFOLDS: A Generalization Framework for Social Understanding Tasks EMNLP 2025 SpeechLLMs for Large-scale Contextualized Zero-shot Slot Filling EMNLP 2025 Spoken Conversational Agents with Large Language Models EMNLP 2025 Structural Entropy Guided Probabilistic Coding AAAI 2025 Superlatives in Context: Modeling the Implicit Semantics of Superlatives NAACL 2025 Swift Cross-Dataset Pruning: Enhancing Fine-Tuning Efficiency in Natural Language Understanding COLING 2025 <SYNTACT>: Structuring Your Natural Language SOPs into Tailored Ambiguity-Resolved Code Templates EMNLP 2025 Task-Oriented Dialog Systems for the Senegalese Wolof Language COLING 2025 Thai Winograd Schemas: A Benchmark for Thai Commonsense Reasoning COLING 2025 To Chat or Task: a Multi-turn Dialogue Generation Framework for Task-Oriented Dialogue Systems ACL 2025 TounsiBench: Benchmarking Large Language Models for Tunisian Arabic EMNLP 2025 TransBench: Breaking Barriers for Transferable Graphical User Interface Agents in Dynamic Digital Environments ACL 2025 Transfer of Structural Knowledge from Synthetic Languages ACL 2025