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Large Language Models

6405 directly classified papers

Papers per year

Papers

KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents NAACL 2025
SWITCH: Studying with Teacher for Knowledge Distillation of Large Language Models NAACL 2025
Thought2Text: Text Generation from EEG Signal using Large Language Models (LLMs) NAACL 2025
Large Language Models are Easily Confused: A Quantitative Metric, Security Implications and Typological Analysis NAACL 2025
SEP-MLDC: A Simple and Effective Paradigm for Multi-Label Document Classification NAACL 2025
Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding NAACL 2025
Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models NAACL 2025
TEaR: Improving LLM-based Machine Translation with Systematic Self-Refinement NAACL 2025
Vulnerability of Large Language Models to Output Prefix Jailbreaks: Impact of Positions on Safety NAACL 2025
XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples NAACL 2025
Evaluating Cultural and Social Awareness of LLM Web Agents NAACL 2025
GRAIT: Gradient-Driven Refusal-Aware Instruction Tuning for Effective Hallucination Mitigation NAACL 2025
Entity Pair-guided Relation Summarization and Retrieval in LLMs for Document-level Relation Extraction NAACL 2025
Perception Compressor: A Training-Free Prompt Compression Framework in Long Context Scenarios NAACL 2025
GRAG: Graph Retrieval-Augmented Generation NAACL 2025
Sequence-level Large Language Model Training with Contrastive Preference Optimization NAACL 2025
Scaling Up Membership Inference: When and How Attacks Succeed on Large Language Models NAACL 2025
Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding NAACL 2025
Exploring Hybrid Sampling Inference for Aspect-based Sentiment Analysis NAACL 2025
Effective Self-Mining of In-Context Examples for Unsupervised Machine Translation with LLMs NAACL 2025
GPT-NER: Named Entity Recognition via Large Language Models NAACL 2025
QPruner: Probabilistic Decision Quantization for Structured Pruning in Large Language Models NAACL 2025
MES-RAG: Bringing Multi-modal, Entity-Storage, and Secure Enhancements to RAG NAACL 2025
How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM? NAACL 2025
iai_MSU at SemEval-2025 Task-3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes in English SEMEVAL 2025