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| import streamlit as st | |
| st.set_page_config( | |
| page_title="Pathfinder (formerly arXiv-GPT)", | |
| page_icon="👋", | |
| ) | |
| st.write("# Welcome to Pathfinder! 👋") | |
| st.image('local_files/pathfinder_logo.png',caption="Pathfinder: LLM enabled literature search") | |
| st.sidebar.success("Select a function above.") | |
| st.sidebar.markdown("Current functions include visualizing papers in the arxiv embedding, searching for similar papers to an input paper or prompt phrase, or answering quick questions.") | |
| st.markdown( | |
| """ | |
| Pathfinder (formerly called arXiv+GPT) is a framework for searching and | |
| visualizing papers on the [arXiv](https://arxiv.org/) using the context | |
| sensitivity from modern large language models (LLMs) to better link paper contexts. | |
| **👈 Select a tool from the sidebar** to see some examples | |
| of what this framework can do! | |
| ### Tool summary: | |
| - `Paper search` looks for relevant papers given an arxiv id or a question. | |
| - `Arxiv embedding` shows the landscape of current galaxy evolution papers (astro-ph.GA) | |
| - `QA sources` brings it all together to give concise answers to questions with primary sources and relevant papers. | |
| This is not meant to be a replacement to existing tools like the | |
| [ADS](https://ui.adsabs.harvard.edu/), | |
| [arxivsorter](https://www.arxivsorter.org/), but rather a supplement to find papers | |
| that otherwise might be missed during a literature survey. | |
| It is also only trained on astro-ph.GA (astrophysics of galaxies) papers currently, | |
| if you are interested in extending it please reach out! | |
| The image below shows a representation of all the astro-ph.GA papers that can be explored in more detail | |
| using the `Arxiv embedding` page. The papers tend to cluster together by similarity, and result in an | |
| atlas that shows well studied (forests) and currently uncharted areas (water). | |
| """ | |
| ) | |
| st.image('https://drive.google.com/uc?id=1yQQCdlgnFzi-_yOMplGIqEyPKJhIsZpO&export=download') | |
| st.markdown( | |
| """ | |
| ### Coming soon: | |
| - [AstroLLaMA](https://huggingface.co/spaces/universeTBD/astrollama) embeddings! | |
| - export results | |
| - daily updates to repo | |
| - other fields apart from `astro-ph.GA` | |
| ### Want to learn more? | |
| - Check out `AstroLLaMA` [paper](https://huggingface.co/papers/2309.06126) | |
| - Check out `chaotic_neural` [(link)](http://chaotic-neural.readthedocs.io/) | |
| - Jump into our [documentation](https://docs.streamlit.io) | |
| - Contribute! | |
| Pathfinder is developed and maintained by [UniverseTBD](https://universetbd.org/). Updates on [huggingface](https://huggingface.co/universeTBD) or [twitter](https://twitter.com/universe_tbd). | |
| """ | |
| ) | |