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Towards a Unified View of Preference Learning for Large Language Models: A Survey

MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct

OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMs

MemoRAG: Moving towards Next-Gen RAG Via Memory-Inspired Knowledge Discovery

Paper Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistance

POINTS: Improving Your Vision-language Model with Affordable Strategies

Robot Utility Models: General Policies for Zero-Shot Deployment in New Environments

Benchmarking Chinese Knowledge Rectification in Large Language Models

Open Language Data Initiative: Advancing Low-Resource Machine Translation for Karakalpak

Evaluating Multiview Object Consistency in Humans and Image Models

UniDet3D: Multi-dataset Indoor 3D Object Detection

Insights from Benchmarking Frontier Language Models on Web App Code Generation