Foundation Models

Logic-Thinker: Teaching Large Language Models to Think more Logically. EMNLP 2025 LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning EMNLP 2025 Logits DeConfusion with CLIP for Few-Shot Learning CVPR 2025 LOHRec: Leveraging Order and Hierarchy in Generative Sequential Recommendation EMNLP 2025 LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks ACL 2025 LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information ACL 2025 LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data ACL 2025 Longhorn: State Space Models are Amortized Online Learners ICLR 2025 LongPO: Long Context Self-Evolution of Large Language Models through Short-to-Long Preference Optimization ICLR 2025 LongReward: Improving Long-context Large Language Models with AI Feedback ACL 2025 LoRaDA: Low-Rank Direct Attention Adaptation for Efficient LLM Fine-tuning EMNLP 2025 LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA Optimization ICLR 2025 LoRA-PAR: A Flexible Dual-System LoRA Partitioning Approach to Efficient LLM Fine-Tuning EMNLP 2025 LoSiA: Efficient High-Rank Fine-Tuning via Subnet Localization and Optimization EMNLP 2025 Lost in Transcription, Found in Distribution Shift: Demystifying Hallucination in Speech Foundation Models ACL 2025 Lost in Translation, Found in Context: Sign Language Translation with Contextual Cues CVPR 2025 Low-rank fine-tuning lies between lazy training and feature learning COLT 2025 LPDetective: Dusting the LLM Chats for Prompt Template Abusers IJCAI 2025 LR²Bench: Evaluating Long-chain Reflective Reasoning Capabilities of Large Language Models via Constraint Satisfaction Problems ACL 2025 LSceneLLM: Enhancing Large 3D Scene Understanding Using Adaptive Visual Preferences CVPR 2025 LSSF: Safety Alignment for Large Language Models through Low-Rank Safety Subspace Fusion ACL 2025 LUDVIG: Learning-Free Uplifting of 2D Visual Features to Gaussian Splatting Scenes ICCV 2025 Lunar Twins: We Choose to Go to the Moon with Large Language Models ACL 2025 M2Edit: Locate and Edit Multi-Granularity Knowledge in Multimodal Large Language Model EMNLP 2025 M2RC-EVAL: Massively Multilingual Repository-level Code Completion Evaluation ACL 2025