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Large Language Models

6,405 papers

Papers per year

Papers

SPIRIT: Patching Speech Language Models against Jailbreak Attacks EMNLP 2025
FIRE: Flexible Integration of Data Quality Ratings for Effective Pretraining EMNLP 2025
Multi-Domain Explainability of Preferences EMNLP 2025
ESGenius: Benchmarking LLMs on Environmental, Social, and Governance (ESG) and Sustainability Knowledge EMNLP 2025
Calibration Across Layers: Understanding Calibration Evolution in LLMs EMNLP 2025
The discordance between embedded ethics and cultural inference in large language models EMNLP 2025
SSA: Semantic Contamination of LLM-Driven Fake News Detection EMNLP 2025
STARE at the Structure: Steering ICL Exemplar Selection with Structural Alignment EMNLP 2025
Efficient Beam Search for Large Language Models Using Trie-Based Decoding EMNLP 2025
Evaluating Taxonomy Free Character Role Labeling (TF-CRL) in News Stories using Large Language Models EMNLP 2025
RETAIL: Towards Real-world Travel Planning for Large Language Models EMNLP 2025
FLRC: Fine-grained Low-Rank Compressor for Efficient LLM Inference EMNLP 2025
Do You Know About My Nation? Investigating Multilingual Language Models’ Cultural Literacy Through Factual Knowledge EMNLP 2025
MUCAR: Benchmarking Multilingual Cross-Modal Ambiguity Resolution for Multimodal Large Language Models EMNLP 2025
Paths Not Taken: Understanding and Mending the Multilingual Factual Recall Pipeline EMNLP 2025
Who is in the Spotlight: The Hidden Bias Undermining Multimodal Retrieval-Augmented Generation EMNLP 2025
Jailbreak LLMs through Internal Stance Manipulation EMNLP 2025
Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis EMNLP 2025
From Capabilities to Performance: Evaluating Key Functional Properties of LLM Architectures in Penetration Testing EMNLP 2025
ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks EMNLP 2025
ESC-Judge: A Framework for Comparing Emotional Support Conversational Agents EMNLP 2025
Sparse Neurons Carry Strong Signals of Question Ambiguity in LLMs EMNLP 2025
Promote, Suppress, Iterate: How Language Models Answer One-to-Many Factual Queries EMNLP 2025
Enhancing Chain-of-Thought Reasoning via Neuron Activation Differential Analysis EMNLP 2025
MULTIGUARD: An Efficient Approach for AI Safety Moderation Across Languages and Modalities EMNLP 2025