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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
When Long Helps Short: How Context Length in Supervised Fine-tuning Affects Behavior of Large Language Models EMNLP 2025
SATER: A Self-Aware and Token-Efficient Approach to Routing and Cascading EMNLP 2025
On the Role of Model Prior in Real-World Inductive Reasoning EMNLP 2025
Latent Inter-User Difference Modeling for LLM Personalization EMNLP 2025
Are Checklists Really Useful for Automatic Evaluation of Generative Tasks? EMNLP 2025
SelfRACG: Enabling LLMs to Self-Express and Retrieve for Code Generation EMNLP 2025
NileChat: Towards Linguistically Diverse and Culturally Aware LLMs for Local Communities EMNLP 2025
Circuit Complexity Bounds for RoPE-based Transformer Architecture EMNLP 2025
Towards Infinite-Long Prefix in Transformer EMNLP 2025
Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models EMNLP 2025
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time EMNLP 2025
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners EMNLP 2025
Deriving Strategic Market Insights with Large Language Models: A Benchmark for Forward Counterfactual Generation EMNLP 2025
D-CoDe: Scaling Image-Pretrained VLMs to Video via Dynamic Compression and Question Decomposition EMNLP 2025
RareSyn: Health Record Synthesis for Rare Disease Diagnosis EMNLP 2025
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems EMNLP 2025
Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving EMNLP 2025
ProcWorld: Benchmarking Large Model Planning in Reachability-Constrained Environments EMNLP 2025
From A and B to A+B: Can Large Language Models Solve Compositional Math Problems? EMNLP 2025
LightThinker: Thinking Step-by-Step Compression EMNLP 2025
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
Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up ACL 2025