semantic understanding

How do Language Models Reshape Entity Alignment? A Survey of LM-Driven EA Methods: Advances, Benchmarks, and Future EMNLP 2025 Improving Semantic Understanding in Speech Language Models via Brain-tuning ICLR 2025 Jinan Smart Education at BEA 2025 Shared Task: Dual Encoder Architecture for Tutor Identification via Semantic Understanding of Pedagogical Conversations ACL 2025 KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems ICML 2025 Language Models over Large-Scale Knowledge Base: on Capacity, Flexibility and Reasoning for New Facts COLING 2025 Large Language Model Meets Graph Neural Network in Knowledge Distillation AAAI 2025 Learning Interleaved Image-Text Comprehension in Vision-Language Large Models ICLR 2025 Learning Trajectories of Figurative Language for Pre-Trained Language Models EMNLP 2025 LLaSE-G1: Incentivizing Generalization Capability for LLaMA-based Speech Enhancement ACL 2025 LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition EMNLP 2025 LTRS: Improving Word Sense Disambiguation via Learning to Rank Senses COLING 2025 Memorization ≠ Understanding: Do Large Language Models Have the Ability of Scenario Cognition? EMNLP 2025 Modeling Language Learning in Corrective Feedback Interactions EMNLP 2025 Multimodal Large Language Model-Guided ISP Hyperparameter Optimization with Dynamic Preference Learning ICCV 2025 On the Effects of Fine-tuning Language Models for Text-Based Reinforcement Learning COLING 2025 PARAPHRASUS: A Comprehensive Benchmark for Evaluating Paraphrase Detection Models COLING 2025 PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology EMNLP 2025 RA-GAR: A Richly Annotated Benchmark for Gait Attribute Recognition AAAI 2025 REAL-MM-RAG: A Real-World Multi-Modal Retrieval Benchmark ACL 2025 Redefining <Creative> in Dictionary: Towards an Enhanced Semantic Understanding of Creative Generation CVPR 2025 Rethinking the Roles of Large Language Models in Chinese Grammatical Error Correction ACL 2025 Retrieval-Augmented Generation with Hierarchical Knowledge EMNLP 2025 Segment First or Comprehend First? Explore the Limit of Unsupervised Word Segmentation with Large Language Models ACL 2025 Semantic Inversion, Identical Replies: Revisiting Negation Blindness in Large Language Models EMNLP 2025 SemVink: Advancing VLMs’ Semantic Understanding of Optical Illusions via Visual Global Thinking EMNLP 2025