Natural Language Processing

GRV-KBQA: A Three-Stage Framework for Knowledge Base Question Answering with Decoupled Logical Structure, Semantic Grounding and Structure-Aware Validation EMNLP 2025 GSM-$∞$: How Do your LLMs Behave over Infinitely Increasing Reasoning Complexity and Context Length? ICML 2025 GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models ICLR 2025 GTA: Supervised-Guided Reinforcement Learning for Text Classification with Large Language Models EMNLP 2025 GT-NLP at SemEval-2025 Task 11: EmoRationale, Evidence-Based Emotion Detection via Retrieval-Augmented Generation SemEval 2025 Guaranteed Generation from Large Language Models ICLR 2025 Guaranteed Guess: A Language Modeling Approach for CISC-to-RISC Transpilation with Testing Guarantees EMNLP 2025 GUARD: Glocal Uncertainty-Aware Robust Decoding for Effective and Efficient Open-Ended Text Generation EMNLP 2025 Guardians of Trust: Risks and Opportunities for LLMs in Mental Health ACL 2025 Guardrails and Security for LLMs: Safe, Secure and Controllable Steering of LLM Applications ACL 2025 Guardrails, not Guidance: Understanding Responses to LGBTQ+ Language in Large Language Models NAACL 2025 GuessArena: Guess Who I Am? A Self-Adaptive Framework for Evaluating LLMs in Domain-Specific Knowledge and Reasoning ACL 2025 GuessingGame: Measuring the Informativeness of Open-Ended Questions in Large Language Models EMNLP 2025 GuideBench: Benchmarking Domain-Oriented Guideline Following for LLM Agents ACL 2025 Guideline Compliance in Task-Oriented Dialogue: The Chained Prior Approach NAACL 2025 GuideLLM: Exploring LLM-Guided Conversation with Applications in Autobiography Interviewing NAACL 2025 GuideNER: Annotation Guidelines Are Better than Examples for In-Context Named Entity Recognition AAAI 2025 GuideQ: Framework for Guided Questioning for progressive informational collection and classification NAACL 2025 GUIDEX: Guided Synthetic Data Generation for Zero-Shot Information Extraction ACL 2025 Guiding Large Language Models for Biomedical Entity Linking via Restrictive and Contrastive Decoding EMNLP 2025 Guiding Large Language Models in Modeling Optimization Problems via Question Partitioning IJCAI 2025 Guiding LLM-based Smart Contract Generation with Finite State Machine IJCAI 2025 Guiding Medical Vision-Language Models with Diverse Visual Prompts: Framework Design and Comprehensive Exploration of Prompt Variations NAACL 2025 Guiding Through Complexity: What Makes Good Supervision for Hard Reasoning Tasks? NAACL 2025 Guiding Vision-Language Model Selection for Visual Question-Answering Across Tasks, Domains, and Knowledge Types COLING 2025