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🌐 Entity

Reasoning model

Language models designed for reasoning tasks

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  • Artificial Intelligence (8)
  • Machine Learning (6)
  • Technology (2)
  • Computer Science (1)
  • Cybersecurity (1)
  • Resource Management (1)
  • Computational Efficiency (1)
  • Reasoning Models (1)
  • Technology Research (1)
  • Algorithm Research (1)
  • Model Efficiency (1)

🏷️ Keywords

arXiv (7) · Large Reasoning Models (7) · Reinforcement Learning (3) · Chain of Thought (2) · Free()LM (1) · Reasoning Models (1) · Large Language Models (1) · Test-time Compute (1) · Malloc-only (1) · Artificial Intelligence (1) · Memory Management (1) · RECUR attack (1) · Resource exhaustion (1) · Adversarial AI (1) · Recursive entropy (1) · LRM (1) · AI Redundancy (1) · Inference Latency (1) · Artificial Intelligence Research (1) · Parallel Thinking (1)

📖 Key Information

A reasoning model, also known as reasoning language models (RLMs) or large reasoning models (LRMs), is a type of large language model (LLM) that has been specifically trained to solve complex tasks requiring multiple steps of logical reasoning. These models demonstrate superior performance on logic, mathematics, and programming tasks compared to standard LLMs. They possess the ability to revisit and revise earlier reasoning steps and utilize additional computation during inference as a method to scale performance, complementing traditional scaling approaches based on training data size, model parameters, and training compute.

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