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Large Language Models

6405 directly classified papers

Papers per year

Papers

Do Influence Functions Work on Large Language Models? EMNLP 2025
TRUEBench: Can LLM Response Meet Real-world Constraints as Productivity Assistant? EMNLP 2025
Harry Potter is Still Here! Probing Knowledge Leakage in Targeted Unlearned Large Language Models EMNLP 2025
FactReasoner: A Probabilistic Approach to Long-Form Factuality Assessment for Large Language Models EMNLP 2025
RadialRouter: Structured Representation for Efficient and Robust Large Language Models Routing EMNLP 2025
Decoding Uncertainty: The Impact of Decoding Strategies for Uncertainty Estimation in Large Language Models EMNLP 2025
Can You Trick the Grader? Adversarial Persuasion of LLM Judges EMNLP 2025
Navigating the Unknown: Intent Classification and Out-of-Distribution Detection Using Large Language Models EMNLP 2025
Trust Me, I’m Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer EMNLP 2025
Guess What I am Thinking: A Benchmark for Inner Thought Reasoning of Role-Playing Language Agents EMNLP 2025
Dropping Experts, Recombining Neurons: Retraining-Free Pruning for Sparse Mixture-of-Experts LLMs EMNLP 2025
BiasFilter: An Inference-Time Debiasing Framework for Large Language Models EMNLP 2025
ConText-LE: Cross-Distribution Generalization for Longitudinal Experiential Data via Narrative-Based LLM Representations EMNLP 2025
ULTRABENCH: Benchmarking LLMs under Extreme Fine-grained Text Generation EMNLP 2025
The Price of Format: Diversity Collapse in LLMs EMNLP 2025
Zipf’s and Heaps’ Laws for Tokens and LLM-generated Texts EMNLP 2025
LLMs for Bayesian Optimization in Scientific Domains: Are We There Yet? EMNLP 2025
Can Multiple Responses from an LLM Reveal the Sources of Its Uncertainty? EMNLP 2025
Teaching Language Models To Gather Information Proactively EMNLP 2025
EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning EMNLP 2025
DrAgent: Empowering Large Language Models as Medical Agents for Multi-hop Medical Reasoning EMNLP 2025
XRAG: Cross-lingual Retrieval-Augmented Generation EMNLP 2025
MFTCXplain: A Multilingual Benchmark Dataset for Evaluating the Moral Reasoning of LLMs through Multi-hop Hate Speech Explanation EMNLP 2025
Large Language Models for Multilingual Previously Fact-Checked Claim Detection EMNLP 2025
Debating for Better Reasoning in Vision-Language Models EMNLP 2025