Large Language Models

Firewall Routing: Blocking Leads to Better Hybrid Inference for LLMs EMNLP 2025 Firm or Fickle? Evaluating Large Language Models Consistency in Sequential Interactions ACL 2025 First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning ACL 2025 FisherSFT: Data-Efficient Supervised Fine-Tuning of Language Models Using Information Gain ICML 2025 Flaming-hot Initiation with Regular Execution Sampling for Large Language Models NAACL 2025 FLARE: Faithful Logic-Aided Reasoning and Exploration EMNLP 2025 FlashBack: Efficient Retrieval-Augmented Language Modeling for Fast Inference ACL 2025 FlashMask: Efficient and Rich Mask Extension of FlashAttention ICLR 2025 FlashSloth : Lightning Multimodal Large Language Models via Embedded Visual Compression CVPR 2025 Flat-LoRA: Low-Rank Adaptation over a Flat Loss Landscape ICML 2025 FlatQuant: Flatness Matters for LLM Quantization ICML 2025 Flaw or Artifact? Rethinking Prompt Sensitivity in Evaluating LLMs EMNLP 2025 Fleet of Agents: Coordinated Problem Solving with Large Language Models ICML 2025 FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models NAACL 2025 Flexible and Efficient Grammar-Constrained Decoding ICML 2025 Flexibly Utilize Memory for Long-Term Conversation via a Fragment-then-Compose Framework EMNLP 2025 FlipAttack: Jailbreak LLMs via Flipping ICML 2025 FloorPlan-LLaMa: Aligning Architects’ Feedback and Domain Knowledge in Architectural Floor Plan Generation ACL 2025 Florence-VL: Enhancing Vision-Language Models with Generative Vision Encoder and Depth-Breadth Fusion CVPR 2025 Flow2Code: Evaluating Large Language Models for Flowchart-based Code Generation Capability ACL 2025 FLOW-BENCH: Towards Conversational Generation of Enterprise Workflows EMNLP 2025 Flow-of-Options: Diversified and Improved LLM Reasoning by Thinking Through Options ICML 2025 Flow of Reasoning: Training LLMs for Divergent Reasoning with Minimal Examples ICML 2025 FLRC: Fine-grained Low-Rank Compressor for Efficient LLM Inference EMNLP 2025 FLUE: Streamlined Uncertainty Estimation for Large Language Models AAAI 2025