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Large Language Models

6,405 papers

Papers per year

Papers

sudoLLM: On Multi-role Alignment of Language Models EMNLP 2025
Multilingual Datasets for Custom Input Extraction and Explanation Requests Parsing in Conversational XAI Systems EMNLP 2025
Toolscaler: Scalable Generative Tool Calling via Structure-Aware Semantic Tokenization EMNLP 2025
LaMP-Val: Large Language Models Empower Personalized Valuation in Auction EMNLP 2025
Exploring Model Kinship for Merging Large Language Models EMNLP 2025
MULTITAT: Benchmarking Multilingual Table-and-Text Question Answering EMNLP 2025
LoRA-MGPO: Mitigating Double Descent in Low-Rank Adaptation via Momentum-Guided Perturbation Optimization EMNLP 2025
R-LoRA: Randomized Multi-Head LoRA for Efficient Multi-task Learning EMNLP 2025
Mechanistic Understanding and Mitigation of Language Confusion in English-Centric Large Language Models EMNLP 2025
Improving LLM Reasoning through Interpretable Role-Playing Steering EMNLP 2025
Don’t Take the Premise for Granted: Evaluating the Premise Critique Ability of Large Language Models EMNLP 2025
Mitigating Geospatial Knowledge Hallucination in Large Language Models: Benchmarking and Dynamic Factuality Aligning EMNLP 2025
DivLogicEval: A Framework for Benchmarking Logical Reasoning Evaluation in Large Language Models EMNLP 2025
Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models EMNLP 2025
Optimizing Cross-Client Domain Coverage for Federated Instruction Tuning of Large Language Models EMNLP 2025
Two Steps from Hell: Compositionality on Chemical LMs EMNLP 2025
GTA: Supervised-Guided Reinforcement Learning for Text Classification with Large Language Models EMNLP 2025
SPFT-SQL: Enhancing Large Language Model for Text-to-SQL Parsing by Self-Play Fine-Tuning EMNLP 2025
English as Defense Proxy: Mitigating Multilingual Jailbreak via Eliciting English Safety Knowledge EMNLP 2025
Training Language Models to Critique With Multi-agent Feedback EMNLP 2025
RELIC: Enhancing Reward Model Generalization for Low-Resource Indic Languages with Few-Shot Examples EMNLP 2025
Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering EMNLP 2025
DP-GTR: Differentially Private Prompt Protection via Group Text Rewriting EMNLP 2025
Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning EMNLP 2025
ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges EMNLP 2025