Semantic Analysis

Joint Enhancement of Relational Reasoning for Long-Context LLMs EMNLP 2025 Joint Modeling of Entities and Discourse Relations for Coherence Assessment EMNLP 2025 KaeDe: Progressive Generation of Logical Forms via Knowledge-Aware Question Decomposition for Improved KBQA EMNLP 2025 Knowledge Editing for Multi-Hop Question Answering Using Semantic Analysis IJCAI 2025 KnowledgePrompts: Exploring the Abilities of Large Language Models to Solve Proportional Analogies via Knowledge-Enhanced Prompting COLING 2025 KRISTEVA: Close Reading as a Novel Task for Benchmarking Interpretive Reasoning ACL 2025 Label Bias in Symbolic Representation of Meaning ACL 2025 Language Models at the Syntax-Semantics Interface: A Case Study of the Long-Distance Binding of Chinese Reflexive Ziji COLING 2025 Language Models Identify Ambiguities and Exploit Loopholes EMNLP 2025 Large Language Models Struggle to Describe the Haystack without Human Help: A Social Science-Inspired Evaluation of Topic Models ACL 2025 Layered Insights: Generalizable Analysis of Human Authorial Style by Leveraging All Transformer Layers EMNLP 2025 LCAN: A Label-Aware Contrastive Attention Network for Multi-Intent Recognition and Slot Filling in Task-Oriented Dialogue Systems EMNLP 2025 Learning First-Order Logic Rules for Argumentation Mining ACL 2025 Learning Language through Grounding NAACL 2025 Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models ACL 2025 Learning to Substitute Words with Model-based Score Ranking NAACL 2025 Learning Trajectories of Figurative Language for Pre-Trained Language Models EMNLP 2025 Lemmatization as a Classification Task: Results from Arabic across Multiple Genres EMNLP 2025 Lexical Semantic Change Annotation with Large Language Models NAACL 2025 LexTime: A Benchmark for Temporal Ordering of Legal Events EMNLP 2025 ‘... like a needle in a haystack”: Annotation and Classification of Comparative Statements NAACL 2025 Linear Decoding of Morphology Relations in Language Models (Student Abstract) AAAI 2025 Linguistic Analysis of Veteran Job Interviews to Assess Effectiveness in Translating Military Expertise to the Civilian Workforce NAACL 2025 LLM Meets Scene Graph: Can Large Language Models Understand and Generate Scene Graphs? A Benchmark and Empirical Study ACL 2025 LLMs Can Also Do Well! Breaking Barriers in Semantic Role Labeling via Large Language Models ACL 2025