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Tokenizer

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

Tokenizer appears in the code Syntology harvested for 16 papers, as 16 distinct code bodies found in 16 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 Tokenizer 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 16 distinct code bodies named Tokenizer; 9 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
9unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 16 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

16 papers shown of 16, newest first; 16 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. 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
ConTextTab: A Semantics-Aware Tabular In-Context Learner 12 Jun 2025 SAP-samples/sap-rpt-1-oss/sap_rpt_oss/model/embeddings.py 2abe05cf0d9e528a unverified Apache-2.0 (permissive)
Improving Transformer World Models for Data-Efficient RL 3 Feb 2025 eloialonso/iris/src/models/tokenizer/tokenizer.py a823cb01993404cf unverified GPL-3.0 (copyleft) · pointer only
Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification 1 Nov 2024 yunshiwen/vqshape/vqshape/model.py 5b84e11d45ccaa5b ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Diffusion Auto-regressive Transformer for Effective Self-supervised Time Series Forecasting 8 Oct 2024 mingyue-cheng/timemae/model/TimeMAE.py 1a49d94878ef7d04 ran · metamorphic tier: deterministic no licence file found · pointer only
T-JEPA: Augmentation-Free Self-Supervised Learning for Tabular Data 7 Oct 2024 jose-melo/t-jepa/src/encoder.py c7213c185d77231d ran · metamorphic tier: deterministic MIT (permissive)
Variationist: Exploring Multifaceted Variation and Bias in Written Language Data 25 Jun 2024 dhfbk/variationist/variationist/inspector.py c2d6938443e721f4 unverified MIT (permissive)
SERVAL: Synergy Learning between Vertical Models and LLMs towards Oracle-Level Zero-shot Medical Prediction 3 Mar 2024 jyansir/sersal/models/t2g.py d0e255c6c68af4b2 unverified MIT (permissive)
Prismatic VLMs: Investigating the Design Space of Visually-Conditioned Language Models 12 Feb 2024 tri-ml/vlm-evaluation/vlm_eval/models/prismatic.py e0633b98873dbfc7 unverified licence not identified · pointer only
Symbol: Generating Flexible Black-Box Optimizers through Symbolic Equation Learning 4 Feb 2024 gmc-drl/symbol/expr/expression.py ac2eca8bc3b28fea ran MIT (permissive)
Transformers are Sample-Efficient World Models 1 Sep 2022 eloialonso/iris/src/models/world_model.py 79b0b0b918ab2ac4 unverified GPL-3.0 (copyleft) · pointer only
Classifier-Free Diffusion Guidance 26 Jul 2022 kjsman/stable-diffusion-pytorch/stable_diffusion_pytorch/pipeline.py 05ee784f97ca2b95 unverified MIT (permissive)
Scene Text Recognition with Permuted Autoregressive Sequence Models 14 Jul 2022 baudm/parseq/strhub/models/parseq/model.py 7daac2bdca87bc4f ran Apache-2.0 (permissive)
Rider: Reader-Guided Passage Reranking for Open-Domain Question Answering 1 Jan 2021 morningmoni/GAR/rider/rider.py 07d173914062fa25 unverified no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 SHI-Labs/Compact-Transformers/src/vit.py 89f043dddf4da04c ran fingerprinted Apache-2.0 (permissive)
FastSpeech 2: Fast and High-Quality End-to-End Text to Speech 8 Jun 2020 tartunlp/transformertts/src/transformer_tts/model/forward_model.py 6e41883c2988e191 ran · metamorphic tier: well formed licence not identified · pointer only
Neural Machine Translation of Rare Words with Subword Units 31 Aug 2015 karpathy/minbpe/minbpe/base.py 293d3695d53b0cb1 unverified 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