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Foundation Models

4845 directly classified papers

Papers per year

Papers

MusKGC: A Flexible Multi-source Knowledge Enhancement Framework for Open-World Knowledge Graph Completion EMNLP 2025
SmurfCat at SemEval-2025 Task 3: Bridging External Knowledge and Model Uncertainty for Enhanced Hallucination Detection ACL 2025
HalluSearch at SemEval-2025 Task 3: A Search-Enhanced RAG Pipeline for Hallucination Detection ACL 2025
Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025
Ask Me Like I’m Human: LLM-based Evaluation with For-Human Instructions Correlates Better with Human Evaluations than Human Judges ACL 2025
TeleAI at SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection with Prompt Engineering and Data Augmentation ACL 2025
Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment EMNLP 2025
An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025
Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning EMNLP 2025
COGENT: A Curriculum-oriented Framework for Generating Grade-appropriate Educational Content ACL 2025
DICE: Structured Reasoning in LLMs through SLM-Guided Chain-of-Thought Correction EMNLP 2025
Demystifying Small Language Models for Edge Deployment ACL 2025
Automatic Generation of Inference Making Questions for Reading Comprehension Assessments ACL 2025
ArchiDocGen: Multi-Agent Framework for Expository Document Generation in the Architectural Industry ACL 2025
Teach Small Models to Reason by Curriculum Distillation EMNLP 2025
Variance Sensitivity Induces Attention Entropy Collapse and Instability in Transformers EMNLP 2025
When Long Helps Short: How Context Length in Supervised Fine-tuning Affects Behavior of Large Language Models EMNLP 2025
Knowledge-Grounded Detection of Cryptocurrency Scams with Retrieval-Augmented LMs ACL 2025
LAMB: A Training-Free Method to Enhance the Long-Context Understanding of SSMs via Attention-Guided Token Filtering ACL 2025
TombRaider: Entering the Vault of History to Jailbreak Large Language Models EMNLP 2025
See the World, Discover Knowledge: A Chinese Factuality Evaluation for Large Vision Language Models ACL 2025
Mixtures of In-Context Learners ACL 2025
Cost-Optimal Grouped-Query Attention for Long-Context Modeling EMNLP 2025
Superficial Self-Improved Reasoners Benefit from Model Merging EMNLP 2025
Language Models Grow Less Humanlike beyond Phase Transition ACL 2025