Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search The paper presents Mulberry, an MLLM with step-by-step reasoning and reflection, powered by CoMCTS. CoMCTS uses collective knowledge from multiple models to efficiently
MACHINE LEARNING
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Align-Anything: Training Multimodal Models with Language Feedback
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Align Anything: Training All-Modality Models to Follow Instructions with Language Feedback The paper introduces the Align-Anything framework to enhance all-modality models' alignment with human preferences using language feedback, improving instruction-following across text,
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Reproducing o1: Reinforcement Learning Search Scaling Roadmap
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Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective This paper presents a roadmap for reproducing OpenAI's o1, an advanced LLM that excels in reasoning. It focuses on four key components—policy initialization, reward design, search,
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Advanced Reasoning Models and Multimodal AI Reshape Reality
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From more and more advanced reasoning models to reconstructing the world in 3D—AI is reshaping reality. What a way to cap the year! – Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective
– Align Anything: Training All-Modality -
Debating whether DeepSeekV3 trained on ChatGPT outputs
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Restating the above more clearly because my sarcasm isn’t always great: DeepSeekV3 performs well. Some say that’s only because it trained on ChatGPT output. I say this claim makes no sense. First, I assume DSV3 probably was trained on some ChatGPT output — ChatGPT is
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Training on ChatGPT Doesn’t Improve Base Model Scores
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Yes — that’s my point; you can’t improve your base model Pile-test score by training on ChatGPT
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Debate over DSV3 post-training on ChatGPT
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I don’t mean there aren’t possibly great things about DSV3’s post-training, or that it’s easy — just that training on ChatGPT is far from new idea, and it isn’t a plausible explanation for why DSV3 performs well to suggest they were simply the first to do so
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Explore Latest Research Articles in MDPI Informatics Journal
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Explore research articles in the @MDPIOpenAccess #INFORMATICS journal here… Latest articles: https://
mdpi.com/journal/inform
atics
… Most cited and most viewed: https://
mdpi.com/journal/inform
atics/most_cited
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#MachineLearning #DataScience #DeepLearning #DigitalTransformation #IoT #Blockchain #DigitalTwins -
AI Integration in Emergency Services for Better Decision-Making
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Integrating AI in Emergency Services: Enhancing Decision-Making and Patient Safety
#AI #AIio #BigData #ML #NLU #Futureofwork @TopCyberNews @SpirosMargaris @MarshaCollier @MHiesboeck
@MHcommunicate @Fisher85M @MikeQuindazzi @NealSchaffer
http://
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Top Artificial Intelligence Books for Career Growth and Learning
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Explore TOP #Artificialintelligence Books for reading, learning, growing your knowledge and advancing your career: http://
amzn.to/2YRE6Sj
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#DataScience #DataMining #MachineLearning #AI #DeepLearning #Mathematics #GenerativeAI #LLMs #Algorithms #DataScientist #Python