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read_label

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

read_label appears in the code Syntology harvested for 13 papers, as 13 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 5 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 read_label 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 6 of the 13 distinct code bodies named read_label; 7 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
0ran · fixture could not drive it
2ran
7unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 3 of the 14 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

13 papers shown of 13, newest first; 14 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; 1 papers have no page here and are shown by arXiv id only. 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
FactorizePhys: Matrix Factorization for Multidimensional Attention in Remote Physiological Sensing 3 Nov 2024 PhysiologicAILab/FactorizePhys/evaluation/metrics.py db1d2850c08d04e4 unverified licence not identified · pointer only
Whole-Song Hierarchical Generation of Symbolic Music Using Cascaded Diffusion Models 16 May 2024 zzwaang/melody-reduction-algo/utils/read_pop909.py 433e78e1dce73946 ran MIT (permissive)
DAWN: Domain-Adaptive Weakly Supervised Nuclei Segmentation via Cross-Task Interactions 23 Apr 2024 zhangye-zoe/dawn/src/dawn/evaluation/metrics.py 218697f05771aba5 ran no licence file found · pointer only
RhythmMamba: Fast Remote Physiological Measurement with Arbitrary Length Videos 9 Apr 2024 zizheng-guo/rhythmmamba/evaluation/metrics.py db1d2850c08d04e4 unverified MIT (permissive)
Unsupervised Model Adaptation for Continual Semantic Segmentation 26 Sep 2020 serbanstan/mas3-continual/io_utils.py 1ea07d8dc81db6f5 unverified MIT (permissive)
XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization 24 Mar 2020 google-research/xtreme/evaluate.py c6cdf941eeaf166a ran · our draft was wrong Apache-2.0 (permissive)
XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization 24 Mar 2020 JunjieHu/xtreme-dev/evaluate.py 25ec008fc6924728 ran · our draft was wrong MIT (permissive)
Spherical Text Embedding 4 Nov 2019 yumeng5/Spherical-Text-Embedding/classify.py c7b2ce173ca52b69 unverified Apache-2.0 (permissive)
RetinaFace: Single-stage Dense Face Localisation in the Wild 2 May 2019 yangyucheng000/RetinaFace/src/retinaface_eval.py bf91d15cb1c6a6d8 ran · our draft was wrong Apache-2.0 (permissive)
Exploring Randomly Wired Neural Networks for Image Recognition 2 Apr 2019 swdsld/RandWire_tensorflow/dataset/mnist/mnist.py 38bfe991e2a72c25 unverified MIT (permissive)
BLVD: Building A Large-scale 5D Semantics Benchmark for Autonomous Driving 15 Mar 2019 VCCIV/BLVD/utils.py 16da97b8bddad35f ran · our draft was wrong no licence file found · pointer only
VulDeePecker: A Deep Learning-Based System for Vulnerability Detection 5 Jan 2018 messi-q/rechecker/evaluations/reentrancy/Performance_evaluation.py f6f1cc3ce83a4096 unverified MIT (permissive)
Rethinking the Inception Architecture for Computer Vision 2 Dec 2015 hwzwx1190522/inceptionv3/inceptionv3/postprocess.py 14f5f199a7b894be unverified Apache-2.0 (permissive)
arXiv:2023.findings-acl.426 bazingagin/npc_gzip/original_codebase/data.py a18073cd95a2b736 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