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Foundation Models

4845 directly classified papers

Papers per year

Papers

PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models EMNLP 2025
ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization EMNLP 2025
InfiMM-WebMath-40B: Advancing Multimodal Pre-Training for Enhanced Mathematical Reasoning EMNLP 2025
SKRAG: A Retrieval-Augmented Generation Framework Guided by Reasoning Skeletons over Knowledge Graphs EMNLP 2025
From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing EMNLP 2025
Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations EMNLP 2025
Evaluating Test-Time Scaling LLMs for Legal Reasoning: OpenAI o1, DeepSeek-R1, and Beyond EMNLP 2025
LAVa: Layer-wise KV Cache Eviction with Dynamic Budget Allocation EMNLP 2025
InteGround: On the Evaluation of Verification and Retrieval Planning in Integrative Grounding EMNLP 2025
Smart-Searcher: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning EMNLP 2025
ChartM3: A Multi-Stage Code-Driven Pipeline for Constructing Multi-Dimensional and Multi-Step Visual Reasoning Data in Chart Comprehension EMNLP 2025
Idola Tribus of AI: Large Language Models tend to perceive order where none exists EMNLP 2025
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge EMNLP 2025
Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models EMNLP 2025
LoRaDA: Low-Rank Direct Attention Adaptation for Efficient LLM Fine-tuning EMNLP 2025
Schema Generation for Large Knowledge Graphs Using Large Language Models EMNLP 2025
polyBART: A Chemical Linguist for Polymer Property Prediction and Generative Design EMNLP 2025
Teaching According to Talents! Instruction Tuning LLMs with Competence-Aware Curriculum Learning EMNLP 2025
Structure Trumps Size: Rethinking Data Quality for LLM Reasoning EMNLP 2025
SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context EMNLP 2025
Are Economists Always More Introverted? Analyzing Consistency in Persona-Assigned LLMs EMNLP 2025
NIM: Neuro-symbolic Ideographic Metalanguage for Inclusive Communication EMNLP 2025
HighMATH: Evaluating Math Reasoning of Large Language Models in Breadth and Depth EMNLP 2025
SOLAR: Serendipity Optimized Language Model Aligned for Recommendation EMNLP 2025
Recognizing Limits: Investigating Infeasibility in Large Language Models EMNLP 2025