Large Language Models

Faster In-Context Learning for LLMs via N-Gram Trie Speculative Decoding EMNLP 2025 Fast Exact Unlearning for In-Context Learning Data for LLMs ICML 2025 FaST: Feature-aware Sampling and Tuning for Personalized Preference Alignment with Limited Data EMNLP 2025 Fast Large Language Model Collaborative Decoding via Speculation ICML 2025 FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 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 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 FEAST: A Flexible Mealtime-Assistance System Towards In-the-Wild Personalization RSS 2025 Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models ICLR 2025 FEAT: A Preference Feedback Dataset through a Cost-Effective Auto-Generation and Labeling Framework for English AI Tutoring ACL 2025 Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models EMNLP 2025 Federated Continual Instruction Tuning ICCV 2025 FedOne: Query-Efficient Federated Learning for Black-box Discrete Prompt Learning ICML 2025 FedPHA: Federated Prompt Learning for Heterogeneous Client Adaptation ICML 2025 Feint and Attack: Jailbreaking and Protecting LLMs via Attention Distribution Modeling IJCAI 2025 Ferret: Federated Full-Parameter Tuning at Scale for Large Language Models ICML 2025 Few-Shot Open-Set Classification via Reasoning-Aware Decomposition EMNLP 2025 Few-Shot Prompting, Full-Scale Confusion: Evaluating Large Language Models for Humor Detection in Croatian Tweets ACL 2025 FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts AAAI 2025 FilBench: Can LLMs Understand and Generate Filipino? EMNLP 2025 Filling Memory Gaps: Enhancing Continual Semantic Parsing via SQL Syntax Variance-Guided LLMs Without Real Data Replay AAAI 2025 FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ACL 2025