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Neal Caren
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Parent(s):
353fc7a
EMERAC
Browse files- app.py +3 -2
- emerac.png +0 -0
- requirements.txt +0 -1
app.py
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@@ -47,7 +47,7 @@ def load_data(url):
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return df
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st.title('Sociology
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st.write('This project is a work-in-progress that searches the text of recently-published articles from a few sociology journals and retrieves the most relevant paragraphs.')
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@@ -70,7 +70,7 @@ notes = f'''Notes:
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* The most relevant paragraph to your search is returned first, along with up to four other related paragraphs from that article.
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* The most relevant sentence within each paragraph, as determined by math, is displayed. Click on it to see the full paragraph.
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* The results are not exhaustive, and seem to drift off even when you suspect there are more relevant articles :man-shrugging:.
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* The dataset currently includes
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* Behind the scenes, the semantic search uses [text embeddings](https://www.sbert.net) with a [retrieve & re-rank](https://colab.research.google.com/github/UKPLab/sentence-transformers/blob/master/examples/applications/retrieve_rerank/retrieve_rerank_simple_wikipedia.ipynb) process to find the best matches.
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* Let [me](mailto:neal.caren@unc.edu) know what you think or it looks broken.
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'''
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@@ -167,3 +167,4 @@ if search_query!='':
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bi_encoder = sent_trans_load()
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cross_encoder = sent_cross_load()
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search(search_query)
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return df
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st.title('Sociology EMERAC')
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st.write('This project is a work-in-progress that searches the text of recently-published articles from a few sociology journals and retrieves the most relevant paragraphs.')
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* The most relevant paragraph to your search is returned first, along with up to four other related paragraphs from that article.
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* The most relevant sentence within each paragraph, as determined by math, is displayed. Click on it to see the full paragraph.
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* The results are not exhaustive, and seem to drift off even when you suspect there are more relevant articles :man-shrugging:.
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* The dataset currently includes {no_of_graphs:,} paragraphs from {no_of_articles:,} published in the last five years in *Mobilization*, *Social Forces*, *Social Problems*, *Sociology of Race and Ethnicity*, *Gender and Society*, *Socius*, *JHSB*, *Annual Review of Sociology*, and the *American Sociological Review*.
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* Behind the scenes, the semantic search uses [text embeddings](https://www.sbert.net) with a [retrieve & re-rank](https://colab.research.google.com/github/UKPLab/sentence-transformers/blob/master/examples/applications/retrieve_rerank/retrieve_rerank_simple_wikipedia.ipynb) process to find the best matches.
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* Let [me](mailto:neal.caren@unc.edu) know what you think or it looks broken.
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'''
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bi_encoder = sent_trans_load()
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cross_encoder = sent_cross_load()
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search(search_query)
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st.markdown('![EMERAC](emerac.png)')
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emerac.png
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requirements.txt
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@@ -3,4 +3,3 @@ torch
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pandas
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nltk
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gdown
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streamlit
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pandas
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nltk
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gdown
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