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EmbeddingLayer

Syntologyentry name in harvested coderead from the graph 2026-09-24

EmbeddingLayer appears in the code Syntology harvested for 10 papers, as 10 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 7 of the papers; 2 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named EmbeddingLayer do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 7 of the 10 distinct code bodies named EmbeddingLayer; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
7ran
3unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 10 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

10 papers shown of 10, newest first; 10 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 4 papers added by Syntology. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
ConvergeFlow: Language Flow with Provable Convergence to Token Embeddings added by Syntology 2026-08 (from id) Na-Li66/ConvergeFlow/model.py 853e72595e63b242 ran no licence file found · pointer only
ScreenShot: A Foundation Model for Few-Shot Combination Drug Screening added by Syntology 2026-08 (from id) tansey-lab/screenshot/screenshot/screenshot.py d811e51c7ba10fb3 unverified no licence file found · pointer only
Gumbel Distillation for Parallel Text Generation added by Syntology 2026-03 (from id) hxixixh/gumbel-distill/models/dit_gumbel.py a26dfd38a7ca0f3f ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
IR-Agent: Expert-Inspired LLM Agents for Structure Elucidation from Infrared Spectra added by Syntology 2025-08 (from id) HeewoongNoh/IR-Agent/models/translator.py adb759950dd2a124 ran fingerprinted no licence file found · pointer only
Learning to Group Auxiliary Datasets for Molecule 8 Jul 2023 graph-and-geometric-learning/molgroup/molgroup/models/metagin.py 5daa83c68e9f2d4c ran no licence file found · pointer only
End-to-End Transformer Based Model for Image Captioning 29 Mar 2022 jchenghu/expansionnet_v2/models/End_ExpansionNet_v2.py 8dc0059690e3667f ran · metamorphic tier: deterministic MIT (permissive)
NAST: A Non-Autoregressive Generator with Word Alignment for Unsupervised Text Style Transfer 4 Jun 2021 fastnlp/style-transformer/models/transformer.py d8ee2a61c05425ae unverified no licence file found · pointer only
A Probabilistic Formulation of Unsupervised Text Style Transfer 10 Feb 2020 thu-coai/NAST/styletransformer/transformer.py fd281e0df749b749 ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 demelin/nematode/codebase/transformer.py c76f82b976984e98 unverified MIT (permissive)
Optimizing Neural Networks with Kronecker-factored Approximate Curvature 19 Mar 2015 tfjgeorge/nngeometry/nngeometry/object/pspace.py 01151fe74bd4e116 ran MIT (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections