Large Language Models

From Multimodal LLMs to Generalist Embodied Agents: Methods and Lessons CVPR 2025 From Neurons to Semantics: Evaluating Cross-Linguistic Alignment Capabilities of Large Language Models via Neurons Alignment ACL 2025 From Objectives to Questions: A Planning-based Framework for Educational Mathematical Question Generation ACL 2025 From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning ICCV 2025 From Observation to Understanding: Front-Door Adjustments with Uncertainty Calibration for Enhancing Egocentric Reasoning in LVLMs ACL 2025 From Outcomes to Processes: Guiding PRM Learning from ORM for Inference-Time Alignment ACL 2025 From Parameters to Performance: A Data-Driven Study on LLM Structure and Development EMNLP 2025 From Posts to Timelines: Modeling Mental Health Dynamics from Social Media Timelines with Hybrid LLMs NAACL 2025 From Problem-Solving to Teaching Problem-Solving: Aligning LLMs with Pedagogy using Reinforcement Learning EMNLP 2025 From Punchlines to Predictions: A Metric to Assess LLM Performance in Identifying Humor in Stand-Up Comedy NAACL 2025 From RAG to Memory: Non-Parametric Continual Learning for Large Language Models ICML 2025 From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding ACL 2025 From Scarcity to Capability: Empowering Fake News Detection in Low-Resource Languages with LLMs COLING 2025 From Scores to Steps: Diagnosing and Improving LLM Performance in Evidence-Based Medical Calculations EMNLP 2025 From Selection to Generation: A Survey of LLM-based Active Learning ACL 2025 From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization NAACL 2025 From Specific-MLLMs to Omni-MLLMs: A Survey on MLLMs Aligned with Multi-modalities ACL 2025 From Stories to Statistics: Methodological Biases in LLM-Based Narrative Flow Quantification CoNLL 2025 From Surveys to Narratives: Rethinking Cultural Value Adaptation in LLMs EMNLP 2025 From Syntax to Semantics: Evaluating the Impact of Linguistic Structures on LLM-Based Information Extraction ACL 2025 From Teacher to Student: Tracking Memorization Through Model Distillation ACL 2025 From Templates to Natural Language: Generalization Challenges in Instruction-Tuned LLMs for Spatial Reasoning IJCNLP 2025 From Text to Emoji: How PEFT-Driven Personality Manipulation Unleashes the Emoji Potential in LLMs NAACL 2025 From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models EMNLP 2025 From Weight-Based to State-Based Fine-Tuning: Further Memory Reduction on LoRA with Parallel Control ICML 2025