Semantic Analysis

SOCIAL SCAFFOLDS: A Generalization Framework for Social Understanding Tasks EMNLP 2025 Span-based Semantic Role Labeling as Lexicalized Constituency Tree Parsing ACL 2025 Span Labeling with Large Language Models: Shell vs. Meat ACL 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 SQUAB: Evaluating LLM robustness to Ambiguous and Unanswerable Questions in Semantic Parsing EMNLP 2025 Structural Entropy Guided Probabilistic Coding AAAI 2025 Structured Discourse Representation for Factual Consistency Verification ACL 2025 Studying Rhetorically Ambiguous Questions EMNLP 2025 Superlatives in Context: Modeling the Implicit Semantics of Superlatives NAACL 2025 SVLTA: Benchmarking Vision-Language Temporal Alignment via Synthetic Video Situation CVPR 2025 Task-Oriented Automatic Fact-Checking with Frame-Semantics ACL 2025 TEACH: A Contrastive Knowledge Adaptive Distillation Framework for Classical Chinese Understanding ACL 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 Essence of Contextual Understanding in Theory of Mind: A Study on Question Answering with Story Characters ACL 2025 The Evolution of Gen Alpha Slang: Linguistic Patterns and AI Translation Challenges ACL 2025 “The Facts Speak for Themselves”: GPT and Fallacy Classification ACL 2025 The Geometry of Numerical Reasoning: Language Models Compare Numeric Properties in Linear Subspaces NAACL 2025 The Incremental Process of Building an Annotation Scheme for Clinical Narratives in Portuguese: the Contribution of Human Variation Analysis ACL 2025 The Missing Cause: An Analysis of Causal Attributions in Reporting on Palestine COLING 2025 They want to pretend not to understand: The Limits of Current LLMs in Interpreting Implicit Content of Political Discourse ACL 2025 TIU-Bench: A Benchmark for Evaluating Large Multimodal Models on Text-rich Image Understanding EMNLP 2025 TORSO: Template-Oriented Reasoning Towards General Tasks EMNLP 2025 Towards Comprehensive Argument Analysis in Education: Dataset, Tasks, and Method ACL 2025