{"product_id":"natural-language-nl-to-sql-1000-pair-ai-training-dataset-biochemical-csv-or-json-copy","title":"Biochemical - NL to Graph DB 1000-Pair AI Training Dataset (CSV or JSON)","description":"\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003eNatural language (NL) to Graph DB 1000 verified training pairs dataset for \u003cstrong class=\"Yjhzub\" data-processed=\"true\"\u003eNatural Language to Graph DB \u003c\/strong\u003e\u003cstrong\u003etranslation\u003c\/strong\u003e. It can be used for building biochemical (profiling) - related apps, including question-answering systems, AI agents and other generative AI apps. Works for vibe-coding. \u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\n\u003ch3 data-end=\"161\" data-start=\"144\"\u003e1000 new pairs:\u003c\/h3\u003e\n\u003cul data-end=\"392\" data-start=\"162\"\u003e\n\u003cli data-end=\"238\" data-start=\"162\"\u003e\n\u003cp data-end=\"238\" data-start=\"164\"\u003e\u003cspan data-state=\"closed\" class=\"\"\u003e\u003ca class=\"cursor-pointer\" data-end=\"236\" data-start=\"164\"\u003eDownload CSV\u003c\/a\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli data-end=\"315\" data-start=\"239\"\u003e\n\u003cp data-end=\"315\" data-start=\"241\"\u003e\u003cspan data-state=\"closed\" class=\"\"\u003e\u003ca class=\"cursor-pointer\" data-end=\"313\" data-start=\"241\"\u003eDownload TXT\u003c\/a\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli data-end=\"392\" data-start=\"316\"\u003e\n\u003cp data-end=\"392\" data-start=\"318\"\u003e\u003cspan data-state=\"closed\" class=\"\"\u003e\u003ca class=\"cursor-pointer\" data-end=\"392\" data-start=\"318\"\u003eDownload JSON.\u003c\/a\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\u003cstrong\u003eThis training dataset is meant for \u003cspan class=\"T286Pc\" data-sfc-cp=\"\" data-processed=\"true\"\u003ebuilding intelligent search, knowledge or question-answering systems using Large Language Models (LLMs) which rely on training data for prompt engineering or fine-tuning\u003c\/span\u003e.\u003c\/strong\u003e\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\u003cstrong\u003e \u003c\/strong\u003e\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003eA dataset of this magnitude might be used internally for training your AI models. We constructed (knowledge) entities both by\u003cstrong\u003e generating synthetic pairs \u003c\/strong\u003eand by crowdsourcing questions\/ answers for a general \u003cstrong\u003ebiochemical (profiling)-knowledge graph\u003c\/strong\u003e. \u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003eWhile the datasets of this scale might exist in the biotech domain, but may not be specifically tied to the exact purpose of converting NL queries to database queries which is a precursor for development AI wrappers.\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003cdiv data-subtree=\"aimfl,mfl\" style=\"display: contents;\" data-processed=\"true\"\u003eThe dataset can be used for\/in rapid development as a light-weight training for agents\/ gen AI apps' models as well as can be added to your MCP servers and RAGs.\u003c\/div\u003e","brand":"Token Ring","offers":[{"title":"csv","offer_id":47351555719416,"sku":null,"price":199.0,"currency_code":"USD","in_stock":true},{"title":"JSON","offer_id":47351555752184,"sku":null,"price":299.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0776\/7392\/2808\/files\/NL_to_GraphDB_Biochemical_AI_Training_Pairs_-_CSV.png?v=1762115581","url":"https:\/\/9ynuzz-au.myshopify.com\/products\/natural-language-nl-to-sql-1000-pair-ai-training-dataset-biochemical-csv-or-json-copy","provider":"Token Ring","version":"1.0","type":"link"}