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  • Compositional Reasoning Tasks for LLMs

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Case Study

Diagnosing LLM Generalization Failure

Read the following scenario and answer the questions that follow.

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Updated 2025-10-03

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Ch.3 Prompting - Foundations of Large Language Models

Foundations of Large Language Models

Foundations of Large Language Models Course

Computing Sciences

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Cognitive Psychology

Psychology

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Related
  • SCAN Benchmark

  • A research team is designing a task to evaluate a language model's ability to understand and execute novel combinations of familiar instructions. The model will be trained on a set of commands and their corresponding action sequences. Which of the following training and testing splits would provide the most rigorous and direct assessment of the model's compositional reasoning capabilities?

  • Evaluating a Language Model's True Understanding

Related
  • SCAN Benchmark

  • A research team is designing a task to evaluate a language model's ability to understand and execute novel combinations of familiar instructions. The model will be trained on a set of commands and their corresponding action sequences. Which of the following training and testing splits would provide the most rigorous and direct assessment of the model's compositional reasoning capabilities?

  • Evaluating a Language Model's True Understanding

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