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Large Language Models

6,405 papers

Papers per year

Papers

Are LLMs Better than Reported? Detecting Label Errors and Mitigating Their Effect on Model Performance EMNLP 2025
Large Language Models Badly Generalize across Option Length, Problem Types, and Irrelevant Noun Replacements EMNLP 2025
Principled Personas: Defining and Measuring the Intended Effects of Persona Prompting on Task Performance EMNLP 2025
Conflict-Aware Soft Prompting for Retrieval-Augmented Generation EMNLP 2025
R-CHAR: A Metacognition-Driven Framework for Role-Playing in Large Language Models EMNLP 2025
Annotating Training Data for Conditional Semantic Textual Similarity Measurement using Large Language Models EMNLP 2025
Leveraging Cognitive Complexity of Texts for Contextualization in Dense Retrieval EMNLP 2025
Beyond Online Sampling: Bridging Offline-to-Online Alignment via Dynamic Data Transformation for LLMs EMNLP 2025
Enhancing LLM Language Adaption through Cross-lingual In-Context Pre-training EMNLP 2025
Order Doesn’t Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation EMNLP 2025
Extracting Linguistic Information from Large Language Models: Syntactic Relations and Derivational Knowledge EMNLP 2025
TrojanStego: Your Language Model Can Secretly Be A Steganographic Privacy Leaking Agent EMNLP 2025
CogDual: Enhancing Dual Cognition of LLMs via Reinforcement Learning with Implicit Rule-Based Rewards EMNLP 2025
MrGuard: A Multilingual Reasoning Guardrail for Universal LLM Safety EMNLP 2025
TALON: A Multi-Agent Framework for Long-Table Exploration and Question Answering EMNLP 2025
Improving Neutral Point-of-View Generation with Data- and Parameter-Efficient RL EMNLP 2025
Trustworthy Medical Question Answering: An Evaluation-Centric Survey EMNLP 2025
When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs EMNLP 2025
Creativity in LLM-based Multi-Agent Systems: A Survey EMNLP 2025
Morables: A Benchmark for Assessing Abstract Moral Reasoning in LLMs with Fables EMNLP 2025
Pun Unintended: LLMs and the Illusion of Humor Understanding EMNLP 2025
Aspect-Oriented Summarization for Psychiatric Short-Term Readmission Prediction EMNLP 2025
Multilingual Language Model Pretraining using Machine-translated Data EMNLP 2025
Improving Large Language Model Safety with Contrastive Representation Learning EMNLP 2025
LinguaLens: Towards Interpreting Linguistic Mechanisms of Large Language Models via Sparse Auto-Encoder EMNLP 2025