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Can LLM Find The Green Circle? Investigation And Human-guided Tool Manipulation For Compositional Generalization

Abstract

The meaning of complex phrases in natural language is composed of their individual components. The task of compositional generalization evaluates a model's ability to understand new combinations of components. Previous studies trained smaller, task-specific models, which exhibited poor generalization. While large language models (LLMs) exhibit impressive generalization abilities on many tasks thro

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