An 84-Format Numeric Catalog with Bit-Exact Conformance Vectors: A Vendor-Neutral Reference for FP8, BF16, MXFP4, and Microscaling Formats

Dmitrii Vasilev
6/8/2026
cs.ARcs.AIcs.MS

Official code: gHashTag/t27 (1 star, Apache-2.0, last commit 2026-06-08). 1 more implementation below.

Abstract

Numeric format proliferation in machine learning hardware -- FP8 (E4M3 and E5M2), BF16, MXFP4, microscaling block formats, and dozens of research variants -- has outpaced the availability of vendor-neutral, bit-exact reference material. Engineers porting models across accelerators encounter silent divergences that are difficult to diagnose without a shared ruler. This paper describes a catalog of 84 numeric formats spanning 13 families, a suite of six bit-exact conformance packs covering GF16, MXFP4 element, BF16, FP8 E4M3, FP8 E5M2, and E8M0 block scale, and an IEEE P3109 v3.2.0 cross-walk that maps each pack to its corresponding standards-track configured format. Each pack is a self-contained JSON document with a SHA-256 fingerprint, a shared row schema, and an anchor vector that encodes 3.0 -- the identity phi^2 + 1/phi^2 = 3 -- as a cross-pack sanity check. Packs are cross-validated against ml_dtypes 0.5.4 (Google/JAX); any divergence is documented explicitly and interpreted as a spec-permitted interpretation gap rather than hidden. The work is framed as registry filling: it does not propose new formats, make model-accuracy claims, or assert superiority over any vendor's implementation. All artifacts are publicly available at https://github.com/gHashTag/t27 under an open license.

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Code Implementations(2)

gHashTag/t27Official100%
Apache-2.0

TRI-27 Assembly — Canonical language specification for Trinity Project

11C, F*Apr 3, 20264 months agoApache-2.0
golden-ratiotrinity-ecosystemzig

An 84-Format Numeric Catalog with Bit-Exact Conformance Vectors: A Vendor-Neutral Reference (Trinity S^3 AI, 2026)

00Jun 8, 20264 months agoNOASSERTION

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Cite this paper

@article{vasilev2026format,
  title  = {An 84-Format Numeric Catalog with Bit-Exact Conformance Vectors: A Vendor-Neutral Reference for FP8, BF16, MXFP4, and Microscaling Formats},
  author = {Dmitrii Vasilev},
  year   = {2026},
  eprint = {2606.09686},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2606.09686v1}
}

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