Natural Language Processing

Summarization of Opinionated Political Documents with Varied Perspectives COLING 2025 Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification EMNLP 2025 Summarizing Speech: A Comprehensive Survey EMNLP 2025 Summary Factual Inconsistency Detection Based on LLMs Enhanced by Universal Information Extraction ACL 2025 Summary the Savior: Harmful Keyword and Query-based Summarization for LLM Jailbreak Defense NAACL 2025 SummPilot: Bridging Efficiency and Customization for Interactive Summarization System AAAI 2025 SUNAR: Semantic Uncertainty based Neighborhood Aware Retrieval for Complex QA NAACL 2025 SuperCorrect: Advancing Small LLM Reasoning with Thought Template Distillation and Self-Correction ICLR 2025 Superlatives in Context: Modeling the Implicit Semantics of Superlatives NAACL 2025 SuperRAG: Beyond RAG with Layout-Aware Graph Modeling NAACL 2025 Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT ACL 2025 Supervised Machine Learning based Amharic Text Complexity Classification Using Automatic Annotator Tool ACL 2025 Supporting Plain Language Summarization of Psychological Meta-Analyses with Large Language Models IJCNLP 2025 Supportiveness-based Knowledge Rewriting for Retrieval-augmented Language Modeling NAACL 2025 SURE: Mutually Visible Objects and Self-generated Candidate Labels For Relation Extraction COLING 2025 Surge: On the Potential of Large Language Models as General-Purpose Surrogate Code Executors EMNLP 2025 Surprisal Dynamics for the Detection of Multi-Word Expressions in English IJCNLP 2025 Surprise Calibration for Better In-Context Learning EMNLP 2025 SURVEYFORGE : On the Outline Heuristics, Memory-Driven Generation, and Multi-dimensional Evaluation for Automated Survey Writing ACL 2025 SurveyGen-I: Consistent Scientific Survey Generation with Evolving Plans and Memory-Guided Writing IJCNLP 2025 SurveyGen: Quality-Aware Scientific Survey Generation with Large Language Models EMNLP 2025 Survey on Lexical Resources Focused on Multiword Expressions for the Purposes of NLP NAACL 2025 SusGen-GPT: A Data-Centric LLM for Financial NLP and Sustainability Report Generation NAACL 2025 SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding ACL 2025 SVLTA: Benchmarking Vision-Language Temporal Alignment via Synthetic Video Situation CVPR 2025