Add Tree of Thoughts

langchain-ai · Jul 25, 2024 · 2510eee · 2510eee
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diff --git a/docs/docs/tutorials/index.md b/docs/docs/tutorials/index.md
@@ -50,7 +50,8 @@ Learn from example implementations of graphs designed for specific scenarios and
 
 - [Basic Reflection](reflection/reflection.ipynb): Prompt the agent to reflect on and revise its outputs
 - [Reflexion](reflexion/reflexion.ipynb): Critique missing and superfluous details to guide next steps
-- [Language Agent Tree Search](lats/lats.ipynb): Use reflection and rewards to drive a tree search over agents
+- [Tree of Thoughts](tot/tot.ipynb): Search over candidate solutions to a problem using a scored tree
+- [Language Agent Tree Search](lats/lats.ipynb): Use reflection and rewards to drive a monte-carlo tree search over agents
 - [Self-Discover Agent](self-discover/self-discover.ipynb): Analyze an agent that learns about its own capabilities
 
 #### Evaluation

diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
@@ -110,6 +110,7 @@ nav:
           - Reflection & Critique:
               - Basic Reflection: tutorials/reflection/reflection.ipynb
               - Reflexion: tutorials/reflexion/reflexion.ipynb
+              - Tree of Thoughts: tutorials/tot/tot.ipynb
               - Language Agent Tree Search: tutorials/lats/lats.ipynb
               - Self-Discover Agent: tutorials/self-discover/self-discover.ipynb
       - Evaluation & Analysis:

diff --git a/examples/tutorials/tot/img/tot.png b/examples/tutorials/tot/img/tot.png