Natural Language Processing

FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025 Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering ACL 2025 Fast Quiet-STaR: Thinking Without Thought Tokens EMNLP 2025 Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph AAAI 2025 FastVLM: Efficient Vision Encoding for Vision Language Models CVPR 2025 Fathom: A Fast and Modular RAG Pipeline for Fact-Checking ACL 2025 Faux Polyglot: A Study on Information Disparity in Multilingual Large Language Models NAACL 2025 FaVe: Factored and Verified Search Rationale for Long-form Answer ACL 2025 FB-Bench: A Fine-Grained Multi-Task Benchmark for Evaluating LLMs’ Responsiveness to Human Feedback EMNLP 2025 FCKT: Fine-Grained Cross-Task Knowledge Transfer with Semantic Contrastive Learning for Targeted Sentiment Analysis IJCAI 2025 FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning ACL 2025 FEA-Bench: A Benchmark for Evaluating Repository-Level Code Generation for Feature Implementation ACL 2025 Fearful Falcons and Angry Llamas: Emotion Category Annotations of Arguments by Humans and LLMs NAACL 2025 FEAT: A Preference Feedback Dataset through a Cost-Effective Auto-Generation and Labeling Framework for English AI Tutoring ACL 2025 Feather-SQL: A Lightweight NL2SQL Framework with Dual-Model Collaboration Paradigm for Small Language Models IJCNLP 2025 Feature Decomposition-Augmentation Network for Multimodal Sentiment Analysis IJCNLP 2025 Feature Engineering is not Dead: A Step Towards State of the Art for Arabic Automated Essay Scoring EMNLP 2025 FEAT-writing: An Interactive Training System for Argumentative Writing COLING 2025 Federated Class-Heterogeneous Report Labeling with Surgical Aggregation MIDL 2025 Federated Data-Efficient Instruction Tuning for Large Language Models ACL 2025 Federated Incremental Named Entity Recognition COLING 2025 Federated Retrieval-Augmented Generation: A Systematic Mapping Study EMNLP 2025 Federated Retrieval Augmented Generation for Multi-Product Question Answering COLING 2025 FedLEKE: Federated Locate-then-Edit Knowledge Editing for Multi-Client Collaboration ACL 2025 FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models COLING 2025