---
title: "tree-of-thought-llm vs LLMs-from-scratch"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/princeton-nlp-tree-of-thought-llm-vs-rasbt-llms-from-scratch"
tools: ["princeton-nlp-tree-of-thought-llm", "rasbt-llms-from-scratch"]
---

# tree-of-thought-llm vs LLMs-from-scratch

Neutral, constraint-first comparison with live GitHub stats.

| | [tree-of-thought-llm](/tools/princeton-nlp-tree-of-thought-llm.md) | [LLMs-from-scratch](/tools/rasbt-llms-from-scratch.md) |
| --- | --- | --- |
| Tagline | Tree of Thoughts: Deliberate Problem Solving with Large Language Models | Implement a ChatGPT-like LLM in PyTorch from scratch |
| Stars | 6,024 | 98,715 |
| Forks | 620 | 15,148 |
| Open issues | 8 | 4 |
| Language | Python | Jupyter Notebook |
| License | MIT | Other |
| Categories | LLM Frameworks | Model Training, LLM Frameworks |

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=princeton-nlp-tree-of-thought-llm`](/api/graphcanon/graph?tool=princeton-nlp-tree-of-thought-llm)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_