Understanding

Joint Enhancement of Relational Reasoning for Long-Context LLMs EMNLP 2025 Joint Modeling of Entities and Discourse Relations for Coherence Assessment EMNLP 2025 Just One is Enough: An Existence-based Alignment Check for Robust Japanese Pronunciation Estimation 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 KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities IJCAI 2025 Konooz: Multi-domain Multi-dialect Corpus for Named Entity Recognition ACL 2025 KRISTEVA: Close Reading as a Novel Task for Benchmarking Interpretive Reasoning ACL 2025 Label Bias in Symbolic Representation of Meaning ACL 2025 Label-Perceptive Adversarial Domain Adaptation for Named Entity Recognition in Traditional Chinese Medicine: Dataset and Approach ACML 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 Language Models Largely Exhibit Human-like Constituent Ordering Preferences NAACL 2025 Language use of political parties over time: Stylistic Fronting in the Icelandic Gigaword Corpus NAACL 2025 Large Language Models Struggle to Describe the Haystack without Human Help: A Social Science-Inspired Evaluation of Topic Models ACL 2025 Large Margin Representation Learning for Robust Cross-lingual Named Entity Recognition ACL 2025 Layered Insights: Generalizable Analysis of Human Authorial Style by Leveraging All Transformer Layers EMNLP 2025 Layer-wise Minimal Pair Probing Reveals Contextual Grammatical-Conceptual Hierarchy in Speech Representations EMNLP 2025 LCAN: A Label-Aware Contrastive Attention Network for Multi-Intent Recognition and Slot Filling in Task-Oriented Dialogue Systems EMNLP 2025 Learning Dynamics of Meta-Learning in Small Model Pretraining IJCNLP 2025 Learning First-Order Logic Rules for Argumentation Mining ACL 2025 Learning from Negative Samples in Biomedical Generative Entity Linking 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