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Foundation Models

4,860 papers

Papers per year

1
2
123
1821
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'25

Papers

Thinking with DistilQwen: A Tale of Four Distilled Reasoning and Reward Model Series EMNLP 2025
Taxonomy of Comprehensive Safety for Clinical Agents EMNLP 2025
Zero-knowledge LLM hallucination detection and mitigation through fine-grained cross-model consistency EMNLP 2025
Incremental Summarization for Customer Support via Progressive Note-Taking and Agent Feedback EMNLP 2025
LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation EMNLP 2025
Leveraging LLMs to Streamline the Review of Public Funding Applications EMNLP 2025
Z1: Efficient Test-time Scaling with Code EMNLP 2025
Advancing Language Models through Instruction Tuning: Recent Progress and Challenges EMNLP 2025
Continual Learning of Large Language Models EMNLP 2025
Large Language Models Might Not Care What You Are Saying: Prompt Format Beats Descriptions EMNLP 2025
How Diversely Can Language Models Solve Problems? Exploring the Algorithmic Diversity of Model-Generated Code EMNLP 2025
TL-Training: A Task-Feature-Based Framework for Training Large Language Models in Tool Use EMNLP 2025
SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin EMNLP 2025
Assessing and Mitigating Medical Knowledge Drift and Conflicts in Large Language Models EMNLP 2025
Improving LLM Reasoning through Interpretable Role-Playing Steering 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
Aligning Black-Box LLMs for Aspect Sentiment Quad Prediction EMNLP 2025
Two Steps from Hell: Compositionality on Chemical LMs EMNLP 2025
LEAF: Large Language Diffusion Model for Time Series Forecasting EMNLP 2025
From Grounding to Manipulation: Case Studies of Foundation Model Integration in Embodied Robotic Systems EMNLP 2025
Flexible Thinking for Multimodal Emotional Support Conversation via Reinforcement Learning EMNLP 2025
ORAL: Prompting Your Large-Scale LoRAs via Conditional Recurrent Diffusion EMNLP 2025
Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering EMNLP 2025
Self-Improvement in Multimodal Large Language Models: A Survey EMNLP 2025