Understanding

Quantum-Enhanced Gated Recurrent Units for Part-of-Speech Tagging AACL 2025 Quantum-inspired Non-homologous Representation Constraint Mechanism for Long-tail Senses of Word Sense Disambiguation AAAI 2025 QuASAR: A Question-Driven Structure-Aware Approach for Table-to-Text Generation ACL 2025 R²-CoD: Understanding Text-Graph Complementarity in Relational Reasoning via Knowledge Co-Distillation IJCNLP 2025 Radical Allomorphy: Phonological Surface Forms without Phonology EMNLP 2025 Random Splitting Negatively Impacts NER Evaluation: Quantifying and Eliminating the Overestimation of NER Performance ACL 2025 Ranking and Selection of Bias Words for Contextual Bias Speech Recognition Interspeech 2025 RCScore: Quantifying Response Consistency in Large Language Models EMNLP 2025 Readability Reconsidered A Cross-Dataset Analysis of Reference-Free Metrics EMNLP 2025 Reading between the Lines: Can LLMs Identify Cross-Cultural Communication Gaps? NAACL 2025 Realistic Training Data Generation and Rule Enhanced Decoding in LLM for NameGuess EMNLP 2025 Reasoning with Graphs: Structuring Implicit Knowledge to Enhance LLMs Reasoning ACL 2025 Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based NAACL 2025 Re-Cent: A Relation-Centric Framework for Joint Zero-Shot Relation Triplet Extraction COLING 2025 Re-Examine Distantly Supervised NER: A New Benchmark and a Simple Approach COLING 2025 Regular-pattern-sensitive CRFs for Distant Label Interactions ACL 2025 Relevant or Random: Can LLMs Truly Perform Analogical Reasoning? ACL 2025 Resource-Efficient Anonymization of Textual Data via Knowledge Distillation from Large Language Models COLING 2025 Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints ACL 2025 Retrieval Augmented Instruction Tuning for Open NER with Large Language Models COLING 2025 Reverse Probing: Evaluating Knowledge Transfer via Finetuned Task Embeddings for Coreference Resolution NAACL 2025 REVISE: A Framework for Revising OCRed text in Practical Information Systems with Data Contamination Strategy ACL 2025 Revisiting Compositional Generalization Capability of Large Language Models Considering Instruction Following Ability ACL 2025 Revisiting the Givenness Hierarchy. A Corpus-Based Evaluation EMNLP 2025 RoDEval: A Robust Word Sense Disambiguation Evaluation Framework for Large Language Models EMNLP 2025