The authors build a pipeline that converts GIFs into ARC-style puzzles with analogy labels and executable solutions, and report small in-context experiments suggesting the analogy labels shift an LLM's stated reasoning style.
Faith and fate: Limits of transformers on compositionality
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.AI 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
GIFARC: Synthetic Dataset for Leveraging Human-Intuitive Analogies to Elevate AI Reasoning
The authors build a pipeline that converts GIFs into ARC-style puzzles with analogy labels and executable solutions, and report small in-context experiments suggesting the analogy labels shift an LLM's stated reasoning style.