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encode_text

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

encode_text appears in the code Syntology harvested for 11 papers, as 11 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 3 of the papers; 0 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 encode_text 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 3 of the 11 distinct code bodies named encode_text; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
1ran · fixture could not drive it
0ran
8unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 11 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

11 papers shown of 11, newest first; 11 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
Unmasking Face Embeddings: Reading, Rendering and Naming with Foundation Models added by Syntology 2026-09 (from id) Fizza-Rubab/unmasking-face-embeddings/experiments/eval_text_retrieval.py f079564e623fd094 unverified MIT (permissive)
GraphDiffMed: Knowledge-Constrained Differential Attention with Pharmacological Graph Priors for Medication Recommendation added by Syntology 2026-05 (from id) saxenakrati09/GraphDiffMed/src/modules/GraphDiffMed.py 6fe5cfad897a3bfd unverified MIT (permissive)
OFA-Diffusion Compression: Compressing Diffusion Model in One-Shot Manner added by Syntology 2026-04 (from id) atrijhy/OFA-Diffusion_Compression/sd/train_ofa.py 8ee0a711cba8a0c8 unverified no licence file found · pointer only
Q-Sched: Pushing the Boundaries of Few-Step Diffusion Models with Quantization-Aware Scheduling added by Syntology 2025-09 (from id) enyac-group/q-sched/src/metrics/pqmap.py f296a9164f5381b8 unverified BSD-3-Clause (permissive)
Static Word Embeddings for Sentence Semantic Representation 5 Jun 2025 twadada/swe4semantics/util.py 51357003448ec154 unverified Apache-2.0 (permissive)
Slicedit: Zero-Shot Video Editing With Text-to-Image Diffusion Models Using Spatio-Temporal Slices 20 May 2024 fallenshock/Slicedit/Slicedit/inversion_utils.py f10ef55e8b711ad5 ran · honoured contract MIT (permissive)
BLAT: Bootstrapping Language-Audio Pre-training based on AudioSet Tag-guided Synthetic Data 2023-03 (from id) wsntxxn/blat/inference.py 69f817e3020b2fd6 ran · honoured contract no licence file found · pointer only
Markup-to-Image Diffusion Models with Scheduled Sampling 11 Oct 2022 da03/markup2im/src/markup2im_models.py c02507c005d13ce7 unverified MIT (permissive)
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation 16 Jul 2021 facebookresearch/multimodal/examples/albef/finetune_retrieval.py e59b9b43e8146d5e ran · fixture could not drive it BSD-3-Clause (permissive)
A Theoretically Grounded Application of Dropout in Recurrent Neural Networks 16 Dec 2015 martin-gorner/tensorflow-rnn-shakespeare/my_txtutils.py 89e3c1684fe53b8b unverified Apache-2.0 (permissive)
Listen, Attend and Spell 5 Aug 2015 sciforce/phones-las/text_preprocess.py 24b568092a10eca5 unverified Apache-2.0 (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".

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