Evaluating progress of LLMs on scientific problem-solving
General Science
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InstructPipe: Generating Visual Blocks pipelines with human instructions and LLMs
Human-Computer Interaction and Visualization
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AI Paper Summary AI Shorts Applications Artificial Intelligence Editors Pick Staff Tech News Technology
OThink-R1: A Dual-Mode Reasoning Framework to Cut Redundant Computation in LLMs
The Inefficiency of Static Chain-of-Thought Reasoning in LRMs Recent LRMs achieve top performance by using detailed CoT reasoning to solve complex tasks. However, many simple tasks they handle could be solved by smaller models with fewer tokens, making such elaborate reasoning unnecessary. This echoes human thinking, where we use fast, intuitive responses for easy problems…
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AI Paper Summary AI Shorts Applications Artificial Intelligence Computer Vision Editors Pick Staff Tech News Technology
EPFL Researchers Unveil FG2 at CVPR: A New AI Model That Slashes Localization Errors by 28% for Autonomous Vehicles in GPS-Denied Environments
Navigating the dense urban canyons of cities like San Francisco or New York can be a nightmare for GPS systems. The towering skyscrapers block and reflect satellite signals, leading to location errors of tens of meters. For you and me, that might mean a missed turn. But for an autonomous vehicle or a delivery robot,…
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AI Paper Summary AI Shorts Applications Artificial Intelligence Audio Language Model Editors Pick Language Model Machine Learning New Releases Open Source
StepFun Introduces Step-Audio-AQAA: A Fully End-to-End Audio Language Model for Natural Voice Interaction
Rethinking Audio-Based Human-Computer Interaction Machines that can respond to human speech with equally expressive and natural audio have become a major goal in intelligent interaction systems. Audio-language modeling extends this vision by combining speech recognition, natural language understanding, and audio generation. Rather than relying on text conversions, models in this space aim to understand and…
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Building AI-Powered Applications Using the Plan → Files → Code Workflow in TinyDev
In this tutorial, we introduce TinyDev class implementation, a minimal yet powerful AI code generation tool that utilizes the Gemini API to transform simple app ideas into comprehensive, structured applications. Designed to run effortlessly in Notebook, TinyDev follows a clean three-phase workflow—Plan → Files → Code—to ensure consistency, functionality, and modular design. Whether building a…
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AI Paper Summary AI Shorts Applications Artificial Intelligence Editors Pick Language Model Large Language Model Machine Learning Staff Tech News
Internal Coherence Maximization (ICM): A Label-Free, Unsupervised Training Framework for LLMs
Post-training methods for pre-trained language models (LMs) depend on human supervision through demonstrations or preference feedback to specify desired behaviors. However, this approach faces critical limitations as tasks and model behaviors become very complex. Human supervision is unreliable in these scenarios as LMs learn to mimic mistakes in demonstrations or exploit inherent flaws in feedback…
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Agentic AI AI Agents AI Paper Summary AI Shorts Editors Pick New Releases Staff Tech News Technology
Microsoft AI Introduces Code Researcher: A Deep Research Agent for Large Systems Code and Commit History
Rise of Autonomous Coding Agents in System Software Debugging The use of AI in software development has gained traction with the emergence of large language models (LLMs). These models are capable of performing coding-related tasks. This shift has led to the design of autonomous coding agents that assist or even automate tasks traditionally carried out…
