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Tree of Thoughts

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Re: Tree of Thoughts

#5

Post by neuronexmachina »

dventimihasura wrote: post #2

You buried the lede: https://arxiv.org/pdf/2305.10601.pdf

I'm a little confused about what the relation is (if any) between the OP link and the repo from that paper: https://github.com/ysymyth/tree-of-thought-llm

Is it basically a reimplementation using Guidance instead of openai's API directly?

Re: Tree of Thoughts

#6

Post by tyropita »

Documentation looks really neat and in-depth, always appreciated. Looks like you’re missing a .gitignore file. Folders like __pycache__ don’t need to be checked in.

Re: Tree of Thoughts

#7

Post by rahimnathwani »

Here are the prompts templates from the main code:

  prompt = f"Given the current state of reasoning: '{state_text}', pessimitically evaluate its value as a float between 0 and 1 based on it's potential to achieve {inital_prompt}"

  prompt = f"Write down your observations in format 'Observation:xxxx', then write down your thoughts in format 'Thoughts:xxxx Given the current state of reasoning: '{state_text}', generate {k} coherent solutions to achieve {state_text}"

  prompt = f"Given the current state of reasoning: '{state_text}', pessimistically evaluate its value as a float between 0 and 1 based on its potential to achieve {initial_prompt}"

  self.ReAct_prompt = "Write down your observations in format 'Observation:xxxx', then write down your thoughts in format 'Thoughts:xxxx'."

  prompt = f"Given the current state of reasoning: '{state_text}', generate {1} coherent thoughts to achieve the reasoning process: {state_text}"

  prompt = f"Given the current state of reasoning: '{state_text}', evaluate its value as a float between 0 and 1, become very pessimistic think of potential adverse risks on the probability of this state of reasoning achieveing {inital_prompt} and DO NOT RESPOND WITH ANYTHING ELSE: OTHER THAN AN FLOAT"

  prompt = f"Given the following states of reasoning, vote for the best state utilizing an scalar value 1-10:\n{states_text}\n\nVote, on the probability of this state of reasoning achieveing {inital_prompt} and become very pessimistic very NOTHING ELSE"

  self.ReAct_prompt = '''{{#assistant~}}
    {{gen 'Observation' temperature=0.5 max_tokens=50}}
    {{~/assistant}}'''
There are also some system prompts: https://github.com/kyegomez/tree-of-thoughts/blob/732791710e...

Re: Tree of Thoughts

#8

Post by peterldowns »

The author appears motivated by some... interesting... beliefs. Hard to tell if this entire thing is a joke or not.

https://github.com/kyegomez/EXA#for-humanity

https://blog.apac.ai/liberation-awaits

EDIT: the author seems to be releasing poor implementations of recent papers in an attempt to drive attention towards an AI-related death cult.

Re: Tree of Thoughts

#10

Post by sebzim4500 »

peterldowns wrote: post #8

The author appears motivated by some... interesting... beliefs. Hard to tell if this entire thing is a joke or not. https://github.com/kyegomez/EXA#for-humanity https://blog.apac.ai/liberation-awaits EDIT: the author seems to be releasing poor implementations of recent papers in an attempt to drive attention towards an AI-related death cult.

I think these are pretty typical beliefs among AI researchers, they don't normally write it down on github though.
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