Update README.md

README.md

@@ -7,14 +7,14 @@ language:
 - en
 ---
 
-This dataset comes from a request on the HAL API (the French national open archive) limited to the UNIV-COTEDAZUR portal instance.
+The hal_data.csv dataset comes from a request on the HAL API (the French national open archive) limited to the UNIV-COTEDAZUR portal instance.
 The request collects the bibliographic records of the SHS articles with abstract published between 2013 and 2023
 
 The parameters passed in the url request are :
 
 https://api.archives-ouvertes.fr/search/UNIV-COTEDAZUR/?q=docType_s:ART&fq=abstract_s:[%22%22%20TO%20*]&fq=domain_s:*shs*&fq=publicationDateY_i:[2013%20TO%202023]&fl=doiId_s,uri_s,title_s,subTitle_s,authFullName_s,producedDate_s,journalTitle_s,journalPublisher_s,abstract_s,domain_s,openAccess_bool
 
-The embeddings corpus stores the embeddings of the "combined" column values converted in vectors with the sentence-transformers/all-MiniLM-L6-v2 embeddings model.
+The embeddings corpus hal_embeddings.pkl stores the embeddings of the "combined" column values converted in vectors with the sentence-transformers/all-MiniLM-L6-v2 embeddings model.
 
 ## Metadata extraction