notesum.ai

Published at November 4

Thinking Forward and Backward: Effective Backward Planning with Large Language Models

cs.AI

cs.LG

Released Date: November 4, 2024

Authors: Allen Z. Ren¹, Brian Ichter¹, Anirudha Majumdar¹

Aff.: ¹Princeton University

Arxiv: http://arxiv.org/abs/2411.01790v1

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Domain	Forward	Backward
Graph Planning (undirected)	82.5 $\pm$ 2.7 %	76.7 $\pm$ 3.0 %
Graph Planning (directed)	38.5 $\pm$ 3.4 %	29.7 $\pm$ 3.2 %
Array Transformation	67.5 $\pm$ 3.3 %	62.2 $\pm$ 3.4 %
Blocksworld	39.5 $\pm$ 3.5 %	20.5 $\pm$ 2.9 %