Foundation Models

Real-World Summarization: When Evaluation Reaches Its Limits EMNLP 2025 REAR: Reinforced Reasoning Optimization for Event Argument Extraction with Relation-Aware Support EMNLP 2025 ReasonGraph: Visualization of Reasoning Methods and Extended Inference Paths ACL 2025 Reasoning Does Not Necessarily Improve Role-Playing Ability ACL 2025 Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance EMNLP 2025 Reasoning Graph Enhanced Exemplars Retrieval for In-Context Learning COLING 2025 Reasoning Models Reason Well, Until They Don’t IJCNLP 2025 Reasoning or Memorization? Investigating LLMs’ Capability in Restoring Chinese Internet Homophones ACL 2025 Reasoning with Latent Thoughts: On the Power of Looped Transformers ICLR 2025 Reassessing Speech Translation for Low-Resource Languages: Do LLMs Redefine the State-of-the-Art Against Cascaded Models? EMNLP 2025 ReAttention: Training-Free Infinite Context with Finite Attention Scope ICLR 2025 RecBase: Generative Foundation Model Pretraining for Zero-Shot Recommendation EMNLP 2025 Recent Advances in Speech Language Models: A Survey ACL 2025 RecGPT: A Foundation Model for Sequential Recommendation EMNLP 2025 Recitation over Reasoning: How Cutting-Edge Language Models Can Fail on Elementary School-Level Reasoning Problems? IJCNLP 2025 Recognizing Limits: Investigating Infeasibility in Large Language Models EMNLP 2025 ReconDreamer: Crafting World Models for Driving Scene Reconstruction via Online Restoration CVPR 2025 Recurrent Knowledge Identification and Fusion for Language Model Continual Learning ACL 2025 ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization EMNLP 2025 Redundancy Principles for MLLMs Benchmarks ACL 2025 Reference-based Super-Resolution via Image-based Retrieval-Augmented Generation Diffusion ICCV 2025 Registering Source Tokens to Target Language Spaces in Multilingual Neural Machine Translation ACL 2025 Regularized Contrastive Decoding with Hard Negative Samples for LLM Hallucination Mitigation EMNLP 2025 Reinforcement Learning for Large Language Models via Group Preference Reward Shaping EMNLP 2025 Reinforcement Learning with Supervised Alignment EMNLP 2025