Large Language Models

FaST: Feature-aware Sampling and Tuning for Personalized Preference Alignment with Limited Data EMNLP 2025 FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025 Fast Quiet-STaR: Thinking Without Thought Tokens EMNLP 2025 FastVLM: Efficient Vision Encoding for Vision Language Models CVPR 2025 FB-Bench: A Fine-Grained Multi-Task Benchmark for Evaluating LLMs’ Responsiveness to Human Feedback EMNLP 2025 FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning ACL 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 Federated Data-Efficient Instruction Tuning for Large Language Models ACL 2025 Federated Retrieval-Augmented Generation: A Systematic Mapping Study EMNLP 2025 Federated Retrieval Augmented Generation for Multi-Product Question Answering COLING 2025 FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models COLING 2025 FedOne: Query-Efficient Federated Learning for Black-box Discrete Prompt Learning ICML 2025 Ferret: Federated Full-Parameter Tuning at Scale for Large Language Models ICML 2025 Few-shot Personalization of LLMs with Mis-aligned Responses NAACL 2025 Fictitious Synthetic Data Can Improve LLM Factuality via Prerequisite Learning ICLR 2025 Field to Model: Pairing Community Data Collection with Scalable NLP through the LiFE Suite ACL 2025 FilBench: Can LLMs Understand and Generate Filipino? EMNLP 2025 Filipino Benchmarks for Measuring Sexist and Homophobic Bias in Multilingual Language Models from Southeast Asia COLING 2025 Filling the Temporal Void: Recovering Missing Publication Years in the Project Gutenberg Corpus Using LLMs ACL 2025 Filter Images First, Generate Instructions Later: Pre-Instruction Data Selection for Visual Instruction Tuning CVPR 2025 Filter-then-Generate: Large Language Models with Structure-Text Adapter for Knowledge Graph Completion COLING 2025 Finance Language Model Evaluation (FLaME) ACL 2025 Financial Language Model Evaluation (FLaME) ACL 2025 FinDABench: Benchmarking Financial Data Analysis Ability of Large Language Models COLING 2025