{"id":32033,"date":"2024-12-27T07:27:15","date_gmt":"2024-12-27T06:27:15","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/guidance-needed-for-creating-a-supervised-fine-tuning-dataset-using-pdfs\/"},"modified":"2024-12-27T07:27:15","modified_gmt":"2024-12-27T06:27:15","slug":"guidance-needed-for-creating-a-supervised-fine-tuning-dataset-using-pdfs","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/guidance-needed-for-creating-a-supervised-fine-tuning-dataset-using-pdfs\/","title":{"rendered":"Guidance Needed For Creating A Supervised Fine-Tuning Dataset Using PDFs"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>Hi Everyone,<br \/> I have a collection of about <strong>15,000 pages of documents in PDF format authored by the same writer,<\/strong> covering topics like economics, linguistics, anthropology, history, religion, sociology, political science, and arts. These are spread across 17 different volumes.<\/p>\n<p>I aim to create a supervised fine-tuning dataset from this corpus but lack access to human annotators. I am exploring the possibility of using LLMs for this purpose.<\/p>\n<p>Could anyone guide me on how to:<\/p>\n<p>  Extract and preprocess the text efficiently? Use LLMs for generating labels or annotations? Handle diverse topics while ensuring the dataset&#8217;s quality and relevance?  <\/p>\n<p>I would greatly appreciate any tools, libraries, or workflows you recommend. \ud83d\ude4f\ud83c\udffb<\/p>\n<p>Thank you!<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Famous-Airline571\"> \/u\/Famous-Airline571 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1hmo64a\/guidance_needed_for_creating_a_supervised\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1hmo64a\/guidance_needed_for_creating_a_supervised\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-32033 jlk' href='javascript:void(0)' data-task='like' data-post_id='32033' data-nonce='614a020375' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-32033 lc'>0<\/span><\/a><\/div><\/div> <div class='status-32033 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>Hi Everyone, I have a collection of about 15,000 pages of documents in PDF format authored by&#8230;<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-32033","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/32033","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=32033"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/32033\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=32033"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=32033"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=32033"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}