embedding-free

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Sheltercosmo / 0halluciation-drift-indexing

Reliable decisions with a purely statistical prior for document topic blocking. Jev-based indexing with zero generative LLM calls and optional embeddings.

python bayesian-inference extractive-summarization bayesian-statistics reranking rag topic-segmentation document-indexing retrieval-augmented-generation semantic-chunking document-chunking decision-models embedding-free jev typesafe-ai statistical-priors

Updated Oct 5, 2026
Python

Woojiggun / hsl-embedding-zero

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PyTorch transformer input from raw bytes with zero learned input parameters: no tokenizer, embedding table, or learned input projection.

pytorch hsl byte-level efficient-ai tokenizer-free zero-parameter embedding-free

Updated Jul 30, 2026
Python

Woojiggun / HoLo_ZeRo

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Language-model proof of operation for HSL's zero-learned-parameter input path. Open code, weights, and documented limitations; not a SOTA claim.

research pytorch hsl language-model byte-level tokenizer-free embedding-free

Updated Jun 14, 2026
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