{"id":26563,"date":"2024-04-04T20:27:38","date_gmt":"2024-04-04T18:27:38","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/synthetic-self-promotion-releasing-high-quality-text-sql-dataset-to-help-improve-llm-performance-w-sql-tasks\/"},"modified":"2024-04-04T20:27:38","modified_gmt":"2024-04-04T18:27:38","slug":"synthetic-self-promotion-releasing-high-quality-text-sql-dataset-to-help-improve-llm-performance-w-sql-tasks","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/synthetic-self-promotion-releasing-high-quality-text-sql-dataset-to-help-improve-llm-performance-w-sql-tasks\/","title":{"rendered":"[Synthetic] [self-promotion] Releasing High Quality Text -&gt; SQL Dataset To Help Improve LLM Performance W\/SQL Tasks"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>Hey all- co-founder at <a href=\"https:\/\/gretel.ai\/\">Gretel.ai<\/a> here. We are thrilled to release a high quality synthetic dataset aimed at helping LLMs improve performance working with SQL data and queries. Details and links below, we would love to hear any feedback!<\/p>\n<p>Our blog: <a href=\"https:\/\/gretel.ai\/blog\/synthetic-text-to-sql-dataset\">https:\/\/gretel.ai\/blog\/synthetic-text-to-sql-dataset<\/a><br \/> Get the dataset on Hugging Face: <a href=\"https:\/\/huggingface.co\/datasets\/gretelai\/synthetic_text_to_sql\">https:\/\/huggingface.co\/datasets\/gretelai\/synthetic_text_to_sql<\/a><\/p>\n<p>The dataset includes:<br \/> * 105,851 records partitioned into 100,000 train and 5,851 test records<br \/> * ~23M total tokens, including ~12M SQL tokens<br \/> * Coverage across 100 distinct domains\/verticals<br \/> * Comprehensive array of SQL tasks: data definition, retrieval, manipulation, analytics &amp; reporting<br \/> * Wide range of SQL complexity levels, including subqueries, single joins, multiple joins, aggregations, window functions, set operations<br \/> * Database context, including table and view create statements<br \/> * Natural language explanations of what the SQL query is doing<br \/> * Contextual tags to optimize model training<\/p>\n<p>\u200b<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/meowterspace42\"> \/u\/meowterspace42 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1bvul36\/synthetic_selfpromotion_releasing_high_quality\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1bvul36\/synthetic_selfpromotion_releasing_high_quality\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-26563 jlk' href='javascript:void(0)' data-task='like' data-post_id='26563' data-nonce='65e0e39b87' 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-26563 lc'>0<\/span><\/a><\/div><\/div> <div class='status-26563 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>Hey all- co-founder at Gretel.ai here. We are thrilled to release a high quality synthetic dataset aimed&#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-26563","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\/26563","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=26563"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/26563\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=26563"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=26563"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=26563"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}