Glad you found it helpful! Haha, and big-time jargon alert for "test-time compute"
MACHINE LEARNING
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Reasoning Emergence in LLMs Pre-training and Q&A Data
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You mean that reasoning may emerge from pre-training itself? I think that current-gen LLMs are capable of some reasoning w/o explicit reasoning methodology applied to them. But then, the tricky part is most LLMs nowadays have Q&A data in their pre-training set. And if you think
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LLM Prompt Classification and Reasoning Toggle Strategies
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Yeah, it's going to be interesting. You can do it either with 1) a 2nd cheap LLM that classifies the prompt as "reasoning" / "non-reasoning" and then modifies the system prompt and/or adds a special token as a toggle
2) do RLFH-style preference tuning to teach the LLM when to -
State of Reasoning Models: 12 Research Articles on LLM Improvements
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I just shared a new article, "The State of Reasoning Models", where I am exploring 12 new research articles on improving the reasoning capabilities of LLMs (all published after the release of DeepSeek R1): https://
magazine.sebastianraschka.com/p/state-of-llm
-reasoning-and-inference-scaling
… 1. S1: Simple test-time scaling
2. Test-Time -
Move 37 Not Einstein Level Intelligence Evidence
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Many are proposing "move 37" as evidence that AI has already reached Einstein-level intelligence, so I'd like to expand on this specific example. Move 37, while impressive, is still essentially a straight-A student answer to the question posed by the rules of the game of Go.
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MALT: Improving Reasoning with Multi-Agent LLM Training
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MALT: Improving Reasoning with Multi-Agent LLM Training Motwani et al.: https://
arxiv.org/abs/2412.01928 #ArtificialIntelligence #DeepLearning #MachineLearning -
Google Releases New SOTA Text Embedding Model Gemini API
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Google released a new SOTA text embedding model, "gemini-embedding-exp-03-07". Available through Gemini API.
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uCO3D: 170K Videos with 3D Annotations for Object Recognition
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Highlights of uCO3D:
• 170K videos depicting diverse objects from all directions.
• Objects spanning ~1000 categories — grouped into 50 super-categories.
• Full original videos annotated with object segmentation, camera poses & point clouds.
• 3D Gaussian Splat -
Agentic AI: A New Paradigm In Autonomous Artificial Intelligence
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Agentic AI: A New Paradigm In Autonomous Artificial Intelligence
#AI #AIio #AIInnovation #ML #DataScience #Futureofwork @demishassabis @Ronald_vanLoon @TamaraMcCleary @geoffreyhinton @goodfellow_ian @jeffdean @erikbryn http://
ow.ly/fe6J30sK3lN -
Turing Award Honors Reinforcement Learning Visionaries Barto Sutton
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Day 13 – 25 Days of AI for ALL in 2025 Celebrating the Visionaries of Reinforcement Learning: Andrew Barto & Richard Sutton! On March 5, 2025, the ACM A.M. Turing Award, widely regarded as the "Nobel Prize of Computing," was awarded to Andrew Barto and