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-
 Welcome to Promptify's documentation!
-===============================
-
-Introduction
-------------
-
+=====================================
 Prompt Engineering is a tool that allows users to easily solve Natural Language Processing (NLP) problems using Language Model's (LM's) and generate different prompts for popular generative models like GPT, PaLM, and more using a software called Promptify.
 
-Prompt Engineering makes it easy for users to utilize these LM's to solve NLP problems by generating prompts for different generative models. For instance, GPT (Generative Pre-trained Transformer) is a generative model developed by OpenAI that can generate text similar to human writing. PaLM (Pattern-Exploiting Training Language Model) is another generative model known for its ability to learn from less data than other models.
+Prompt Engineering makes it easy for users to utilize these LM's to solve NLP problems by generating prompts for different generative models. For instance, GPT (Generative Pre-trained Transformer) is a generative model developed by OpenAI that can generate text that is similar to human writing. PaLM (Pattern-Exploiting Training Language Model) is another generative model that is known for its ability to learn from less data than other models.
 
 Promptify is a software that enables users to easily generate prompts for these models, allowing them to generate different types of text like product descriptions, summaries, and more. The prompts generated by Promptify can be customized to suit the needs of the user, and the software is designed to be user-friendly and accessible even to those without prior experience in NLP.
 
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-Overall, Prompt Engineering and Promptify provide a powerful and user-friendly way for users to solve NLP problems and generate text using generative models like GPT, Claude, Azure, etc. By simplifying the process of prompt generation, Prompt Engineering makes it easy for users to generate different types of text quickly and efficiently.
+Overall, Prompt Engineering and Promptify provide a powerful and user-friendly way for users to solve NLP problems and generate text using generative models like GPT and PaLM. By simplifying the process of prompt generation, Prompt Engineering makes it easy for users to generate different types of text quickly and efficiently.
 
-Core Features
--------------
-
-- **Prompt Generation 🧬:** Easily generate and tailor prompts for state-of-the-art generative models.
-- **Unified Architecture 🧭:** Introducing Prompter, Model & Pipeline Solution.
-- **Detailed Output Logs 📔:** Comprehensive structured JSON format output within the log folder.
-- **Wider Model Support 🤝:** Supporting models from OpenAI, Azure, Cohere, Anthropic, Huggingface, and more - think of it as your universal language model adapter.
-- **Robust Parser 🦸‍♂️:** Parser to handle incomplete or unstructured JSON outputs from any LLMs.
-- **Ready-Made Jinja Templates 📝:** Jinja prompt templates for NER, Text Classification, QA, Relation-Extraction, Tabular data, etc.
-- **Rich Customization:** Adapt the prompts to your specific needs, whether for product descriptions, summaries, or creative writing.
-
-Getting Started
----------------
+- `Pypi  <https://pypi.org/project/promptify/>`_: Directs to the official PyPI page of Promptify for Python.
+- `Github  <https://github.com/promptslab/Promptify>`_: Directs to the Github repository of Promptify, where you can find the source code, documentation, and other resources.
 
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    :caption: Guide to Promptify
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-
-Contribution and Support
-------------------------
-
-- **GitHub Repository:** Find the source code, documentation, and other resources here.
-- **Contribution Guide:** Interested in contributing? Check out the contribution guidelines.
-- **License:** Promptify is licensed under LICENSE_NAME.
-
-Quick Links
------------
-
-- `Pypi  <https://pypi.org/project/promptify/>`: Directs to the official PyPI page of Promptify for Python.
-- `Github  <https://github.com/promptslab/Promptify>`: Directs to the GitHub repository of Promptify.
-
-Why Choose Promptify?
----------------------
-
-Promptify is not just a tool; it's a comprehensive solution that bridges the gap between complex Natural Language Processing (NLP) tasks and practical implementation. By simplifying prompt generation and offering extensive customization, Promptify empowers users to tap into the potential of generative models like GPT and PaLM, making the creation of diverse text content quick, efficient, and accessible to all.