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Categories Artificial intelligence

LLMs Can Now Reason in Parallel: UC Berkeley and UCSF Researchers Introduce Adaptive Parallel Reasoning to Scale Inference Efficiently Without Exceeding Context Windows

  • By _Taskflow Club_
  • May 3, 2025

[ad_1] Large language models (LLMs) have made significant strides in reasoning capabilities, exemplified by breakthrough systems like OpenAI o1 and DeepSeekR1, which utilize test-time…

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Categories Artificial intelligence

Meta AI Introduces Collaborative Reasoner (Coral): An AI Framework Specifically Designed to Evaluate and Enhance Collaborative Reasoning Skills in LLMs

  • By _Taskflow Club_
  • April 20, 2025

[ad_1] Rethinking the Problem of Collaboration in Language Models Large language models (LLMs) have demonstrated remarkable capabilities in single-agent tasks such as question answering…

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Categories Artificial intelligence

From Logic to Confusion: MIT Researchers Show How Simple Prompt Tweaks Derail LLM Reasoning

  • By _Taskflow Club_
  • April 15, 2025

[ad_1] Large language models are increasingly used to solve math problems that mimic real-world reasoning tasks. These models are tested for their ability to…

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Categories Artificial intelligence

Together AI Released DeepCoder-14B-Preview: A Fully Open-Source Code Reasoning Model That Rivals o3-Mini With Just 14B Parameters

  • By _Taskflow Club_
  • April 11, 2025

[ad_1] The demand for intelligent code generation and automated programming solutions has intensified, fueled by a rapid rise in software complexity and developer productivity…

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Categories Technology

Deep Cogito emerges from stealth with hybrid AI ‘reasoning’ models

  • By _Taskflow Club_
  • April 8, 2025

[ad_1] A new company, Deep Cogito, has emerged from stealth with a family of openly available AI models that can be switched between “reasoning”…

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Categories Artificial intelligence

RARE (Retrieval-Augmented Reasoning Modeling): A Scalable AI Framework for Domain-Specific Reasoning in Lightweight Language Models

  • By _Taskflow Club_
  • April 7, 2025

[ad_1] LLMs have demonstrated strong general-purpose performance across various tasks, including mathematical reasoning and automation. However, they struggle in domain-specific applications where specialized knowledge…

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Categories Artificial intelligence

Anthropic’s Evaluation of Chain-of-Thought Faithfulness: Investigating Hidden Reasoning, Reward Hacks, and the Limitations of Verbal AI Transparency in Reasoning Models

  • By _Taskflow Club_
  • April 6, 2025

[ad_1] A key advancement in AI capabilities is the development and use of chain-of-thought (CoT) reasoning, where models explain their steps before reaching an…

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Categories Artificial intelligence

Snowflake Proposes ExCoT: A Novel AI Framework that Iteratively Optimizes Open-Source LLMs by Combining CoT Reasoning with off-Policy and on-Policy DPO, Relying Solely on Execution Accuracy as Feedback

  • By _Taskflow Club_
  • April 3, 2025

[ad_1] Text-to-SQL translation, the task of transforming natural language queries into structured SQL statements, is essential for facilitating user-friendly database interactions. However, the task…

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Categories Artificial intelligence

Elevating AI Reasoning: The Art of Sampling for Learnability in LLM Training

  • By _Taskflow Club_
  • February 28, 2025

[ad_1] Reinforcement learning (RL) has been a core component in training large language models (LLMs) to perform tasks that involve reasoning, particularly mathematical problem-solving.…

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Categories Artificial intelligence

Meta AI Introduces SWE-RL: An AI Approach to Scale Reinforcement Learning based LLM Reasoning for Real-World Software Engineering

  • By _Taskflow Club_
  • February 27, 2025

[ad_1] Modern software development faces a multitude of challenges that extend beyond simple code generation or bug detection. Developers must navigate complex codebases, manage…

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