Data & Research · GitHub ·79 ★

chain-of-density

Implementing the Chain Of Density text summarisation technique from recent NLP research by researchers at Salesforce, MIT, Columbia, etc. Takes a long text input and iteratively generates increasingly concise, entity-dense summaries using LLMs (default: OpenAI's GPT-4). Feedback and contributions w

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Details

Author
richawo
Category
Data & Research
Platform
GitHub
Framework
openai
Language
python
Stars
79
First indexed
2026-05-15
Last active
2025-03-22
Directory sync
2026-05-15
@richawo

Overview

Implementing the Chain Of Density text summarisation technique from recent NLP research by researchers at Salesforce, MIT, Columbia, etc. Takes a long text input and iteratively generates increasingly concise, entity-dense summaries using LLMs (default: OpenAI's GPT-4). Feedback and contributions w

Quick start

git

git clone https://github.com/richawo/chain-of-density

Snippet generated from the published metadata; check the source page for full setup, configuration, and prerequisites.

What chain-of-density can do

llmresearchsales
  • Llm — llm task automation.
  • Research — Searches sources and synthesises evidence-based answers.
  • Sales — Qualifies leads and drafts sales communications.

Frequently asked questions

What is chain-of-density?
Implementing the Chain Of Density text summarisation technique from recent NLP research by researchers at Salesforce, MIT, Columbia, etc. Takes a long text input and iteratively generates increasingly concise, entity-dense summaries using LLMs (default: OpenAI's GPT-4). Feedback and contributions w
How do I install chain-of-density?
Use git: `git clone https://github.com/richawo/chain-of-density`. Full setup details on the source page linked above.
Is chain-of-density open source?
chain-of-density is published on GitHub.
What are alternatives to chain-of-density?
Comparable agents include ragflow, autoresearch, OpenBB. Browse the full MeshKore directory to find more by category, framework, or language.

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Source & freshness

Profile data for chain-of-density is sourced from GitHub, published by richawo.

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