Natural Language Processing

Reflect, Rewrite, Repeat: How Simple Arithmetic Enables Advanced Reasoning in Small Language Models EACL 2026 ReflectRM: Boosting Generative Reward Models via Self-Reflection within a Unified Judgment Framework ACL 2026 Reflect Then Learn: Active Prompting for Information Extraction Guided by Introspective Confusion AAAI 2026 RefLens: End-to-End Evidence-Grounded Citation Verification with LLM Agents AAAI 2026 RefleXNet: Targeted Self-Reflection for Accurate Chest X-ray Reporting AAAI 2026 REFLEX: Self-Refining Explainable Fact-Checking via Verdict-Anchored Style Control ACL 2026 REFO: Reinforced Evolutionary Faithfulness Optimization for Large Language Models AAAI 2026 Reframing Responsibility: Framing-Aware Event Causality Identification ACL 2026 RegionRAG: Region-level Retrieval-Augmented Generation for Visual Document Understanding AAAI 2026 REGLAT at AbjadGenEval: Multi-Model Ensemble Approach for Arabic AI-Generated Text Detection EACL 2026 REGLAT at AbjadMed: Handling Imbalanced Arabic Medical Text Classification via Hierarchical KNN-MLP Architecture EACL 2026 REGLAT at SemEval-2026 Task 12: Multi-Strategy Ensemble Reasoning for Event Causality Identification SemEval 2026 REGLAT at SemEval-2026 Task 9: Enhancing Arabic Online Polarization Detection Using AraBERT and Synonym Replacement Augmentation SemEval 2026 RegNLI: Detecting Online Product Misbranding through Legal and Linguistic Alignment EACL 2026 REG: Retrieval via Emotion Similarity for Guiding Empathetic Dialogue Generation ACL 2026 RegTrack: A Fine-Grained Benchmark for Multi-Class Legal Change Detection ACL 2026 REINA: Regularized Entropy Information-Based Loss for Efficient Simultaneous Speech Translation AAAI 2026 Reinforcement Learning Enhanced Muti-hop Reasoning for Temporal Knowledge Question Answering AAAI 2026 Rejection Mixing: Fast Semantic Propagation of Mask Tokens for Efficient DLLM Inference CVPR 2026 Relevance-aware Multi-context Contrastive Decoding for Retrieval-augmented Visual Question Answering WACV 2026 Relink: Constructing Query-Driven Evidence Graph On-the-Fly for GraphRAG AAAI 2026 ReMedQA: Are We Done With Medical Multiple-Choice Benchmarks? EACL 2026 Repeated Sequences Reveal Gaps between Large Language Models and Natural Language ACL 2026 Representation-Aware Prompting for Zero-Shot Marathi Text Classification: IPA, Romanization, Repetition EACL 2026 RescueLens: LLM-Powered Triage and Action on Volunteer Feedback for Food Rescue AAAI 2026