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Large Language Models

2678 directly classified papers

Papers per year

Papers

Controllable Memorization in LLMs via Weight Pruning EMNLP 2025
DCIS: Efficient Length Extrapolation of LLMs via Divide-and-Conquer Scaling Factor Search EMNLP 2025
DyePack: Provably Flagging Test Set Contamination in LLMs Using Backdoors EMNLP 2025
Improving Chemical Understanding of LLMs via SMILES Parsing EMNLP 2025
Can Large Language Models Tackle Graph Partitioning? EMNLP 2025
Task-Aware Resolution Optimization for Visual Large Language Models EMNLP 2025
Chart2Code53: A Large-Scale Diverse and Complex Dataset for Enhancing Chart-to-Code Generation EMNLP 2025
ConstraintLLM: A Neuro-Symbolic Framework for Industrial-Level Constraint Programming EMNLP 2025
Not-Just-Scaling Laws: Towards a Better Understanding of the Downstream Impact of Language Model Design Decisions EMNLP 2025
Evaluating the Effectiveness and Scalability of LLM-Based Data Augmentation for Retrieval EMNLP 2025
MemeArena: Automating Context-Aware Unbiased Evaluation of Harmfulness Understanding for Multimodal Large Language Models EMNLP 2025
An Orthogonal High-Rank Adaptation for Large Language Models EMNLP 2025
METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding EMNLP 2025
VisiPruner: Decoding Discontinuous Cross-Modal Dynamics for Efficient Multimodal LLMs EMNLP 2025
SheetDesigner: MLLM-Powered Spreadsheet Layout Generation with Rule-Based and Vision-Based Reflection EMNLP 2025
Assessing French Readability for Adults with Low Literacy: A Global and Local Perspective EMNLP 2025
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models EMNLP 2025
Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning EMNLP 2025
TokenSelect: Efficient Long-Context Inference and Length Extrapolation for LLMs via Dynamic Token-Level KV Cache Selection EMNLP 2025
MUSE: MCTS-Driven Red Teaming Framework for Enhanced Multi-Turn Dialogue Safety in Large Language Models EMNLP 2025
EnAnchored-X2X: English-Anchored Optimization for Many-to-Many Translation EMNLP 2025
AMACE: Automatic Multi-Agent Chart Evolution for Iteratively Tailored Chart Generation EMNLP 2025
RD-MCSA: A Multi-Class Sentiment Analysis Approach Integrating In-Context Classification Rationales and Demonstrations EMNLP 2025
Understanding Subword Compositionality of Large Language Models EMNLP 2025
Corrective In-Context Learning: Evaluating Self-Correction in Large Language Models NAACL 2025