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Foundation Models

4845 directly classified papers

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Papers

Select-then-Route : Taxonomy guided Routing for LLMs EMNLP 2025

BERTastic at SemEval-2025 Task 10: State-of-the-Art Accuracy in Coarse-Grained Entity Framing for Hindi News ACL 2025

Stress-Testing Multimodal Foundation Models for Crystallographic Reasoning ACL 2025

AraEval: An Arabic Multi-Task Evaluation Suite for Large Language Models EMNLP 2025

Knowledge-Grounded Detection of Cryptocurrency Scams with Retrieval-Augmented LMs ACL 2025

Can Medical Vision-Language Pre-training Succeed with Purely Synthetic Data? ACL 2025

Benchmarking LLMs for Translating Classical Chinese Poetry: Evaluating Adequacy, Fluency, and Elegance EMNLP 2025

CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward EMNLP 2025

PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence ACL 2025

GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models ACL 2025

DEBATE, TRAIN, EVOLVE: Self‐Evolution of Language Model Reasoning EMNLP 2025

LLM-based Rumor Detection via Influence Guided Sample Selection and Game-based Perspective Analysis ACL 2025

Mixtures of In-Context Learners ACL 2025

SEMMA: A Semantic Aware Knowledge Graph Foundation Model EMNLP 2025

Analyzing and Modeling LLM Response Lengths with Extreme Value Theory: Anchoring Effects and Hybrid Distributions EMNLP 2025

A Knowledge-driven Adaptive Collaboration of LLMs for Enhancing Medical Decision-making EMNLP 2025

Language Models Grow Less Humanlike beyond Phase Transition ACL 2025

Mamba Knockout for Unraveling Factual Information Flow ACL 2025

AutoCT: Automating Interpretable Clinical Trial Prediction with LLM Agents EMNLP 2025

RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning Based on Emotional Information ACL 2025

LLMSR@XLLM25: A Language Model-Based Pipeline for Structured Reasoning Data Construction ACL 2025

Leveraging Knowledge Graph-Enhanced LLMs for Context-Aware Medical Consultation EMNLP 2025

Demystifying Domain-adaptive Post-training for Financial LLMs EMNLP 2025

Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025

Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025