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naholav / claude_4_sonnet_math_evaluation

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Comprehensive evaluation of Claude 4 Sonnet's mathematical assessment capabilities: 500 original problems revealing JSON-induced errors and systematic patterns in LLM evaluation tasks. Research demonstrates 100% accuracy on incorrect answers but 84.3% on correct ones due to premature decision-making in JSON structure.

nlp benchmark machine-learning research artificial-intelligence dataset nlp-machine-learning evaluation-metrics cognitive-dissonance mathematical-reasoning llm-evaluation ai-assessment claude-4-sonnet json-bias systematic-errors
  • Updated Jul 7, 2025
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