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Foundation Models

4845 directly classified papers

Papers per year

Papers

Teaching Your Models to Understand Code via Focal Preference Alignment EMNLP 2025
Thought calibration: Efficient and confident test-time scaling EMNLP 2025
HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning EMNLP 2025
SciNLP: A Domain-Specific Benchmark for Full-Text Scientific Entity and Relation Extraction in NLP EMNLP 2025
Think and Recall: Layer-Level Prompting for Lifelong Model Editing EMNLP 2025
FIRE: Flexible Integration of Data Quality Ratings for Effective Pretraining EMNLP 2025
Paths Not Taken: Understanding and Mending the Multilingual Factual Recall Pipeline EMNLP 2025
Context-Aware Hierarchical Taxonomy Generation for Scientific Papers via LLM-Guided Multi-Aspect Clustering EMNLP 2025
Improving Chemical Understanding of LLMs via SMILES Parsing EMNLP 2025
Can Large Language Models Tackle Graph Partitioning? EMNLP 2025
Reliable and Cost-Effective Exploratory Data Analysis via Graph-Guided RAG EMNLP 2025
Dynamic Retriever for In-Context Knowledge Editing via Policy Optimization EMNLP 2025
TORSO: Template-Oriented Reasoning Towards General Tasks EMNLP 2025
Extracting and Combining Abilities For Building Multi-lingual Ability-enhanced Large Language Models EMNLP 2025
ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models EMNLP 2025
From Surveys to Narratives: Rethinking Cultural Value Adaptation in LLMs EMNLP 2025
CrystalICL: Enabling In-Context Learning for Crystal Generation EMNLP 2025
Step-level Verifier-guided Hybrid Test-Time Scaling for Large Language Models EMNLP 2025
Group-SAE: Efficient Training of Sparse Autoencoders for Large Language Models via Layer Groups EMNLP 2025
UltraIF: Advancing Instruction Following from the Wild EMNLP 2025
ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025
Process-Supervised Reward Models for Verifying Clinical Note Generation: A Scalable Approach Guided by Domain Expertise EMNLP 2025
VocalNet: Speech LLMs with Multi-Token Prediction for Faster and High-Quality Generation EMNLP 2025
CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025
Rescorla-Wagner Steering of LLMs for Undesired Behaviors over Disproportionate Inappropriate Context EMNLP 2025