Understanding

Speaker Identification and Dataset Construction Using LLMs: A Case Study on Japanese Narratives NAACL 2025 SPFT-SQL: Enhancing Large Language Model for Text-to-SQL Parsing by Self-Play Fine-Tuning EMNLP 2025 SPOT: Zero-Shot Semantic Parsing Over Property Graphs ACL 2025 SPY: Enhancing Privacy with Synthetic PII Detection Dataset NAACL 2025 SQUAB: Evaluating LLM robustness to Ambiguous and Unanswerable Questions in Semantic Parsing EMNLP 2025 Steering Language Models in Multi-Token Generation: A Case Study on Tense and Aspect EMNLP 2025 Strategies for political-statement segmentation and labelling in unstructured text NAACL 2025 Structural Entropy Guided Probabilistic Coding AAAI 2025 Structured Discourse Representation for Factual Consistency Verification ACL 2025 Structure-Guided Large Language Models for Text-to-SQL Generation ICML 2025 Structure Modeling Approach for UD Parsing of Historical Modern Japanese ACL 2025 Studying Rhetorically Ambiguous Questions EMNLP 2025 SubRegWeigh: Effective and Efficient Annotation Weighing with Subword Regularization COLING 2025 Superlatives in Context: Modeling the Implicit Semantics of Superlatives NAACL 2025 Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT ACL 2025 SVLTA: Benchmarking Vision-Language Temporal Alignment via Synthetic Video Situation CVPR 2025 Syntagmatic Productivity of MWEs in Scientific English NAACL 2025 Task-Oriented Automatic Fact-Checking with Frame-Semantics ACL 2025 TEACH: A Contrastive Knowledge Adaptive Distillation Framework for Classical Chinese Understanding ACL 2025 Text Is Not All You Need: Multimodal Prompting Helps LLMs Understand Humor COLING 2025 Thank You, Stingray: Multilingual Large Language Models Can Not (Yet) Disambiguate Cross-Lingual Word Senses NAACL 2025 The Delta of Thought: Channeling Rivers of Commonsense Knowledge in the Sea of Metaphorical Interpretations IJCAI 2025 The Devil Is in the Word Alignment Details: On Translation-Based Cross-Lingual Transfer for Token Classification Tasks ACL 2025 The Effectiveness of Uncased Tokeniziaion for Clinical Notes ACL 2025 The Elephant in the Coreference Room: Resolving Coreference in Full-Length French Fiction Works EMNLP 2025