https://github.com/bhaskatripathi/hypothesishub

An AI Tool for Automated Research Question and Hypothesis Generation from a given Scientific Literature
https://github.com/bhaskatripathi/hypothesishub

hypothesis-testing literature-review-tool research-questions scientific-publications

Last synced: over 1 year ago
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An AI Tool for Automated Research Question and Hypothesis Generation from a given Scientific Literature

• Host: GitHub
• URL: https://github.com/bhaskatripathi/hypothesishub
• Owner: bhaskatripathi
• Created: 2023-04-12T12:05:06.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2023-05-04T11:47:44.000Z (over 3 years ago)
• Last Synced: 2025-03-27T22:43:13.978Z (over 1 year ago)
• Topics: hypothesis-testing, literature-review-tool, research-questions, scientific-publications
• Language: Jupyter Notebook
• Homepage: https://colab.research.google.com/github/bhaskatripathi/HypothesisHub/blob/main/Hypothesis_Hub.ipynb
• Size: 599 KB
• Stars: 33
• Watchers: 2
• Forks: 2
• Open Issues: 1
• Metadata Files:
  • Readme: README.md

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README

          
# HypothesisHub

HypothesisHub is an AI Tool for the Automated Generation of Research Questions and Hypotheses from Scientific Literature. It applies a chain of reasoning to scientific literature to generate questions and hypotheses. OpenAI and Langchain serve as the underlying technologies for the tool.

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/bhaskatripathi/HypothesisHub/blob/main/Hypothesis_Hub.ipynb)

## Features

- Generates research questions from a given scientific literature

- Generates a null hypothesis (H0) and an alternate hypothesis (H1) for each research question

- Handles cases where either H0 or H1 is not present

- Automatically generates missing H1 using the LLMChain if needed

- Negates hypothesis statement if H0 is missing

## Sequence Diagram

``` mermaid

sequenceDiagram

    participant User

    participant OpenAI

    participant ResearchAndHypothesisGenerator

    User->>+ResearchAndHypothesisGenerator: provide scientific literature

    ResearchAndHypothesisGenerator->>+research_question_template: instantiate prompt template

    research_question_template->>+ResearchAndHypothesisGenerator: return prompt template

    ResearchAndHypothesisGenerator->>+research_question_chain: instantiate LLMChain

    research_question_chain->>+ResearchAndHypothesisGenerator: return LLMChain

    ResearchAndHypothesisGenerator->>+OpenAI: generate research questions

    OpenAI->>+research_question_chain: generate research questions

    research_question_chain->>+OpenAI: return research questions

    OpenAI->>-ResearchAndHypothesisGenerator: return research questions

    ResearchAndHypothesisGenerator->>+hypothesis_prompt_template: instantiate prompt template

    hypothesis_prompt_template->>+ResearchAndHypothesisGenerator: return prompt template

    ResearchAndHypothesisGenerator->>+hypothesis_chain: instantiate LLMChain

    hypothesis_chain->>+ResearchAndHypothesisGenerator: return LLMChain

    ResearchAndHypothesisGenerator->>+OpenAI: generate hypotheses

    OpenAI->>+hypothesis_chain: generate hypotheses

    hypothesis_chain->>+OpenAI: return hypotheses

    OpenAI->>-ResearchAndHypothesisGenerator: return hypotheses

    ResearchAndHypothesisGenerator->>-User: return research questions and hypotheses

```

## Output

[![Output image](output.png)](https://github.com/bhaskatripathi/HypothesisHub/blob/main/output.png)

## NOTE

Please give a star if you like this project and find it useful.

## Star History

[![Star History Chart](https://api.star-history.com/svg?repos=bhaskatripathi/HypothesisHub&type=Date)](https://star-history.com/#bhaskatripathi/HypothesisHub&Date)