Appendix · Reasoning & planning

Back to core

Appendix: Index · Prev: Memory · Next: Embodiment

Overview#copy

Reasoning and planning work spans prompting patterns, search, tool-use, and hybrid symbolic/statistical systems. The engineering constraint is reliable decomposition under uncertainty.

1) Tool use and decomposition patterns#copy

Key papers#copy

• ReAct: Synergizing Reasoning and Acting in Language Models (Yao et al., 2022)
• Toolformer (Schick et al., 2023)

Code repositories / projects#copy

• ysymyth/ReAct
• huggingface/transformers (tool calling examples)

2) Search over thoughts / programs#copy

Key papers#copy

• Tree of Thoughts (Yao et al., 2023)
• Program of Thoughts Prompting (Chen et al., 2022)

Code repositories / projects#copy

• princeton-nlp/tree-of-thought-llm

3) Planning with language models in-the-loop#copy

Key papers#copy

• SayCan: Do As I Can, Not As I Say (Ahn et al., 2022)

Code repositories / projects#copy

• google-research/google-research (saycan)