Hypothesis-Driven Reasoning for Large Language Models

Aakash Kumar Agarwal; Moyuru Yamada

AAAI 2026technical0 citations

Hypothesis-Driven Reasoning for Large Language Models

Abstract

This paper tackles the fundamental failure of Large Language Models (LLMs) to solve new tasks when prompted with a sufficient, yet overly complex, set of multi-modal episodes. This failure stems from the model

BibTeX

@inproceedings{aaai2026_hypothesisdriven,
  title = {Hypothesis-Driven Reasoning for Large Language Models},
  author = {Aakash Kumar Agarwal and Moyuru Yamada},
  booktitle = {AAAI 2026},
  year = {2026}
}