Large Language Models

From Information to Insight: Leveraging LLMs for Open Aspect-Based Educational Summarization ACL 2025 From Input Perception to Predictive Insight: Modeling Model Blind Spots Before They Become Errors EMNLP 2025 From Intentions to Techniques: A Comprehensive Taxonomy and Challenges in Text Watermarking for Large Language Models NAACL 2025 From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning NAACL 2025 From KMMLU-Redux to Pro: A Professional Korean Benchmark Suite for LLM Evaluation EMNLP 2025 From Language Models over Tokens to Language Models over Characters ICML 2025 From Language to Cognition: How LLMs Outgrow the Human Language Network EMNLP 2025 From Measurement to Mitigation: Exploring the Transferability of Debiasing Approaches to Gender Bias in Maltese Language Models ACL 2025 From Mechanistic Interpretability to Mechanistic Biology: Training, Evaluating, and Interpreting Sparse Autoencoders on Protein Language Models ICML 2025 From Movement Memories to Robotic Dialogue: A Language-Mediated Pipeline for Somatic Machine Translation NeurIPS 2025 From Neurons to Semantics: Evaluating Cross-Linguistic Alignment Capabilities of Large Language Models via Neurons Alignment ACL 2025 From n-gram to Attention: How Model Architectures Learn and Propagate Bias in Language Modeling EMNLP 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 RAG to Memory: Non-Parametric Continual Learning for Large Language Models ICML 2025 From Selection to Generation: A Survey of LLM-based Active Learning ACL 2025 From Surveys to Narratives: Rethinking Cultural Value Adaptation in LLMs EMNLP 2025 From Trade-off to Synergy: A Versatile Symbiotic Watermarking Framework for Large Language Models ACL 2025 From Unaligned to Aligned: Scaling Multilingual LLMs with Multi-Way Parallel Corpora EMNLP 2025 From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models EMNLP 2025 From Words to Worth: Newborn Article Impact Prediction with LLM AAAI 2025 From Word to World: Evaluate and Mitigate Culture Bias in LLMs via Word Association Test EMNLP 2025 FrontierScience Bench: Evaluating AI Research Capabilities in LLMs ACL 2025 FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling ACL 2025 FuocChuVIP123 at CoMeDi Shared Task: Disagreement Ranking with XLM-Roberta Sentence Embeddings and Deep Neural Regression COLING 2025