tree-of-thoughts VS Sophia

Compare tree-of-thoughts vs Sophia and see what are their differences.

tree-of-thoughts

Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70% (by kyegomez)

Sophia

Effortless plugin and play Optimizer to cut model training costs by 50%. New optimizer that is 2x faster than Adam on LLMs. (by kyegomez)
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tree-of-thoughts Sophia
26 3
4,042 361
- -
8.8 7.0
2 months ago 6 months ago
Python Python
Apache License 2.0 Apache License 2.0
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

tree-of-thoughts

Posts with mentions or reviews of tree-of-thoughts. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-08-17.
  • [D] Potential scammer on github stealing work of other ML researchers?
    3 projects | /r/MachineLearning | 17 Aug 2023
    I checked the issues and found https://github.com/kyegomez/tree-of-thoughts/issues/78
  • (2/2) May 2023
    14 projects | /r/dailyainews | 2 Jun 2023
    Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70% (https://github.com/kyegomez/tree-of-thoughts)
  • Statement on AI Extinction - Signed by AGI Labs, Top Academics, and Many Other Notable Figures
    4 projects | /r/singularity | 30 May 2023
    same deal with amplification research like Tree of Thoughts, AdaPlanner, and Ghost in the Minecraft. same deal with agentized LLMs like Auto-GPT emphasizing testing regimens. they want efficiency and explainability, not this "mine is bigger than yours" nonsense coming out of Microsoft, Google, or Meta (which isn't even the entire picture of the opensource ML research within those firms either). There's this idealized "neurosymbolic AI" where everyone just wants code to do a job, so there should only be so much probabilistic behavior to learn the jobs that aren't learned to begin with, but the fact remains that the actual researchers and engineers want something that is as deterministic as imperative language can be. perhaps we'll achieve functional depth, and instead of some outdated "paperclip maximizer", we summon Maxwell's demon via a "complete" Church-Turing thesis. in other words, while a "vastly superior being in intelligence" is a really bad time for anyone that has an intellect-based superiority complex, the rest of us are humble enough to utilize this information science to further explore the unknown.
  • Tree of Thought (ToT) and AutoGPT
    3 projects | /r/AutoGPT | 28 May 2023
  • Tree of Thoughts
    1 project | /r/patient_hackernews | 26 May 2023
    1 project | /r/hackernews | 26 May 2023
    1 project | /r/hypeurls | 26 May 2023
    10 projects | news.ycombinator.com | 26 May 2023
    This is Shunyu, author of Tree oF Thoughts (arxiv.org/abs/2305.10601).

    The official code to replicate paper results is https://github.com/ysymyth/tree-of-thought-llm

    Not https://github.com/kyegomez/tree-of-thoughts which according to many who told me, is not right/good implementation of ToT, and damages the reputation of ToT

    I explained the situation here: https://twitter.com/ShunyuYao12/status/1663946702754021383

    I'd appreciate your help by unstaring his and staring mine, as currently Github and Google searches go to his repo by default, and it has been very misleading for many users.

  • Has anybody tried their models with "Tree of Thoughts"?
    4 projects | /r/LocalLLaMA | 25 May 2023
    I hacked a dirty PR into this derivative repo, to run it with oobabooga API: https://github.com/kyegomez/tree-of-thoughts/pull/8
  • Tree of Thoughts: Deliberate Problem Solving with LLMs
    1 project | news.ycombinator.com | 24 May 2023

Sophia

Posts with mentions or reviews of Sophia. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-08-17.

What are some alternatives?

When comparing tree-of-thoughts and Sophia you can also consider the following projects:

Awesome-Prompt-Engineering - This repository contains a hand-curated resources for Prompt Engineering with a focus on Generative Pre-trained Transformer (GPT), ChatGPT, PaLM etc

Adan-pytorch - Implementation of the Adan (ADAptive Nesterov momentum algorithm) Optimizer in Pytorch

tree-of-thought-llm - [NeurIPS 2023] Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Otter - 🦦 Otter, a multi-modal model based on OpenFlamingo (open-sourced version of DeepMind's Flamingo), trained on MIMIC-IT and showcasing improved instruction-following and in-context learning ability.

GirlfriendGPT - Girlfriend GPT is a Python project to build your own AI girlfriend using ChatGPT4.0

Adan - Adan: Adaptive Nesterov Momentum Algorithm for Faster Optimizing Deep Models

prompt-engineering - Tips and tricks for working with Large Language Models like OpenAI's GPT-4.

LOGICGUIDE - Plug in and Play implementation of "Certified Reasoning with Language Models" that elevates model reasoning by 40%

Mr.-Ranedeer-AI-Tutor - A GPT-4 AI Tutor Prompt for customizable personalized learning experiences.

Sophia - The official implementation of “Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training”

Neurite - Fractal Graph Desktop for Ai-Agents, Web-Browsing, Note-Taking, and Code.

deep-daze - Simple command line tool for text to image generation using OpenAI's CLIP and Siren (Implicit neural representation network). Technique was originally created by https://twitter.com/advadnoun