{"id":40148,"date":"2026-04-03T20:41:41","date_gmt":"2026-04-03T18:41:41","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/1m-explainable-linguistic-typos-traceable-jsonl-c-based-engine\/"},"modified":"2026-04-03T20:41:41","modified_gmt":"2026-04-03T18:41:41","slug":"1m-explainable-linguistic-typos-traceable-jsonl-c-based-engine","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/1m-explainable-linguistic-typos-traceable-jsonl-c-based-engine\/","title":{"rendered":"1M+ Explainable Linguistic Typos (Traceable JSONL, C-Based Engine)"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>I&#8217;ve managed to make a &#8220;Mutation Engine&#8221; that can generate (currently) 17 linguistically-inspired errors (metathesis, transposition, fortition, etc.) with a full audit trail.<\/p>\n<p><strong>The Stats:<\/strong><\/p>\n<ul>\n<li><strong>Scale:<\/strong> 1M rows made in ~15 seconds (done in the C programming language, hits .75 microseconds per operation).<\/li>\n<li><strong>Traceability:<\/strong> Every typo includes the logical reasoning and step-by-step logs.<\/li>\n<li><strong>Format:<\/strong> JSONL.<\/li>\n<\/ul>\n<p>Currently, it&#8217;s English-only and has a known minor quirk with the duplication operator (occasionally hits a <code>u0000<\/code>).<\/p>\n<p><a href=\"https:\/\/huggingface.co\/datasets\/NitroThunder224\/The-17th-App-DTMD-English-1M\">Link here.<\/a><\/p>\n<p>I&#8217;m curious if this is useful for anyone&#8217;s training pipelines or something similar, and I can make custom sets if needed.<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Nitro224\"> \/u\/Nitro224 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1sbkljp\/1m_explainable_linguistic_typos_traceable_jsonl\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1sbkljp\/1m_explainable_linguistic_typos_traceable_jsonl\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-40148 jlk' href='javascript:void(0)' data-task='like' data-post_id='40148' data-nonce='9941108d62' 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-40148 lc'>0<\/span><\/a><\/div><\/div> <div class='status-40148 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>I&#8217;ve managed to make a &#8220;Mutation Engine&#8221; that can generate (currently) 17 linguistically-inspired errors (metathesis, transposition, fortition,&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-40148","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\/40148","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"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=40148"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/40148\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=40148"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=40148"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=40148"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}