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Are Large Reasoning Models Good for Everyday Reasoning?

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In brief

  1. Advanced reasoning models (LRMs) underperform classical models on everyday logical reasoning tasks.
  2. The study introduces a new benchmark to evaluate pragmatic and linguistic reasoning.
  3. Additional prompting instructions do not significantly improve performance.

A study assesses the logical reasoning capabilities of advanced AI models specialized in reasoning, compared to everyday logical tasks. Results show these models underperform classical models in some cases, challenging their utility for real-world applications.

This summary gives you the essentials. The full article, its figures and quotes are on cs.AI updates on arXiv.org.

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