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Advertisement ยท 728 ร— 90
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Back at itโ€”system gave us 500 gemsโ€ฆ and 10ร— more junk ๐Ÿ˜‚. Quick tweaks and weโ€™re nearly done with stage one: mining pretrain data from rare, cross-domain PDFs.

#AIpretrain #SpanAware #TokenizerFree #PDFMining #XSpanformer #DataCuration #OpenScience
#artificalintelligence

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๐Ÿง  X-Spanformer ditched "improver"โ€”now guided by 5-judge consensus ๐Ÿ—ณ๏ธ to approve text for ox-bar span compilation. Cleaner segments. Swarm decides.

#ai #artificialintelligence #transformers #ltsm #computerscience #XSpanformer #TokenizerFree #SpanAware #SemanticEmbeddings #OxBarTheory #TauSystem ๐Ÿ„

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๐Ÿšง Building out the pretrain pipeline for X-Spanformer: github.com/p3nGu1nZz/x-... /// PDF segmentation + judge/improver enrichment for Tau2.0 tokenizer. Zero tokens. All spans. #AI #TokenizerFree #TauSystems #NLP #TransformerArchitecture #OpenSource #FungalLogic #SpanAware #XBarTheory

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