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Large Language Models

2678 directly classified papers

Papers per year

Papers

From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models EMNLP 2025
Debiasing Multilingual LLMs in Cross-lingual Latent Space EMNLP 2025
MS-RAG: Simple and Effective Multi-Semantic Retrieval-Augmented Generation EMNLP 2025
Exploring the Hidden Capacity of LLMs for One-Step Text Generation EMNLP 2025
Language Models Can be Efficiently Steered via Minimal Embedding Layer Transformations EMNLP 2025
WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild? EMNLP 2025
Investigating How Pre-training Data Leakage Affects Models’ Reproduction and Detection Capabilities EMNLP 2025
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models EMNLP 2025
Grounding Multilingual Multimodal LLMs With Cultural Knowledge EMNLP 2025
Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities EMNLP 2025
TFDP: Token-Efficient Disparity Audits for Autoregressive LLMs via Single-Token Masked Evaluation EMNLP 2025
Personality Vector: Modulating Personality of Large Language Models by Model Merging EMNLP 2025
Adaptively profiling models with task elicitation EMNLP 2025
SafeKey: Amplifying Aha-Moment Insights for Safety Reasoning EMNLP 2025
OWL: Probing Cross-Lingual Recall of Memorized Texts via World Literature EMNLP 2025
Corrupted but Not Broken: Understanding and Mitigating the Negative Impacts of Corrupted Data in Visual Instruction Tuning EMNLP 2025
Language Model Based Text-to-Audio Generation: Anti-Causally Aligned Collaborative Residual Transformers EMNLP 2025
HELENE: Hessian Layer-wise Clipping and Gradient Annealing for Accelerating Fine-tuning LLM with Zeroth-order Optimization EMNLP 2025
From Parameters to Performance: A Data-Driven Study on LLM Structure and Development EMNLP 2025
How to Make Large Language Models Generate 100% Valid Molecules? EMNLP 2025
Enhancing Large Vision-Language Models with Ultra-Detailed Image Caption Generation EMNLP 2025
Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025
Beyond Correctness: Confidence-Aware Reward Modeling for Enhancing Large Language Model Reasoning EMNLP 2025
Can Large Language Models Act as Ensembler for Multi-GNNs? EMNLP 2025
Mat-Instructions: A Large-Scale Inorganic Material Instruction Dataset for Large Language Models IJCAI 2025