This is the Linux app named Official Repo of Tree of Thoughts (ToT) whose latest release can be downloaded as v0.1.0.zip. It can be run online in the free hosting provider OnWorks for workstations.
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Official Repo of Tree of Thoughts (ToT)
DESCRIPTION
Language models are increasingly being deployed for general problem-solving across a wide range of tasks, but are still confined to token-level, left-to-right decision-making processes during inference. This means they can fall short in tasks that require exploration, strategic lookahead, or where initial decisions play a pivotal role. To surmount these challenges, we introduce a new framework for language model inference, Tree of Thoughts (ToT), which generalizes over the popular Chain of Thought approach to prompting language models and enables exploration over coherent units of text (thoughts) that serve as intermediate steps toward problem-solving. ToT allows LMs to perform deliberate decision-making by considering multiple different reasoning paths and self-evaluating choices to decide the next course of action, as well as looking ahead or backtracking when necessary to make global choices.
Features
- Set up OpenAI API key and store in environment variable OPENAI_API_KEY
- Install tot package in two ways
- Run experiments
- Setting up a new task is easy, and mainly involves two steps
- Official implementation for paper Tree of Thoughts: Deliberate Problem Solving with Large Language Models
- with code, prompts, model outputs
Programming Language
Python
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/official-repo-of-tot.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
