Author: insights

1. START: Self-taught Reasoner with Tools 🔑 Keywords: Large reasoning models, Chain-of-thought, External tools, Self-taught reasoner, Hint-infer 💡 Category: Knowledge Representation and […]

1. Babel: Open Multilingual Large Language Models Serving Over 90% of Global Speakers 🔑 Keywords: Large language models, Multilingual, Open-source, Performance, Fine-tuning […]

1. MPO: Boosting LLM Agents with Meta Plan Optimization 🔑 Keywords: LLMs, Planning Hallucinations, Meta Plan Optimization, Task Efficiency, Generalization 💡 Category: […]

1. Visual-RFT: Visual Reinforcement Fine-Tuning 🔑 Keywords: Reinforcement Fine-Tuning, Visual-RFT, Large Vision-Language Models, Verifiable Reward 💡 Category: Multi-Modal Learning 🌟 Research Objective: […]

1. DeepSolution: Boosting Complex Engineering Solution Design via Tree-based Exploration and Bi-point Thinking 🔑 Keywords: SolutionBench, SolutionRAG, Complex Engineering Solutions, Retrieval-Augmented Generation […]

1. OmniAlign-V: Towards Enhanced Alignment of MLLMs with Human Preference 🔑 Keywords: Multi-Modal Large Language Models, Human Preference Alignment, Supervised Fine-Tuning, Direct […]

1. Thus Spake Long-Context Large Language Model 🔑 Keywords: Long context, Large Language Models, Lifelong learning, Architecture 💡 Category: Natural Language Processing […]

1. LLM-Microscope: Uncovering the Hidden Role of Punctuation in Context Memory of Transformers 🔑 Keywords: Large Language Models, Contextual Information, Stopwords, Contextualization, […]

1. MLGym: A New Framework and Benchmark for Advancing AI Research Agents 🔑 Keywords: Meta MLGym, MLGym-Bench, LLM agents, AI Research Tasks, […]

1. Qwen2.5-VL Technical Report 🔑 Keywords: Qwen2.5-VL, AI Native, Vision Transformer, Bounding Boxes, Document Parsing 💡 Category: Multi-Modal Learning 🌟 Research Objective: […]

1. Soundwave: Less is More for Speech-Text Alignment in LLMs 🔑 Keywords: Efficient Training, Speech Large Language Models, Soundwave, Representation Space Gap, […]

1. Region-Adaptive Sampling for Diffusion Transformers 🔑 Keywords: Diffusion models, Diffusion Transformers, RAS, real-time applications, sampling strategy 💡 Category: Generative Models 🌟 […]