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read_labels

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

read_labels appears in the code Syntology harvested for 11 papers, as 10 distinct code bodies found in 11 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_labels 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 4 of the 10 distinct code bodies named read_labels; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
1ran
6unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 3 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; 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
TAI++: Text as Image for Multi-Label Image Classification by Co-Learning Transferable Prompt 11 May 2024 Jinx630/Pseudo-Visual-Prompt/pvp_finetune/datasets/coco2014_partial.py 26b2d1385e57b28e ran no licence file found · pointer only
Weakly Supervised Knowledge Transfer with Probabilistic Logical Reasoning for Object Detection 9 Mar 2023 molden/ProbKT/generate_data/visualize_dataset.py 6d30a340fe4349c7 unverified MIT (permissive)
Mutual Information Alleviates Hallucinations in Abstractive Summarization 24 Oct 2022 vanderpoelliam/cpmi/src/evaluate_decoding.py 97289c22f4f957e9 unverified MIT (permissive)
ELECTRA is a Zero-Shot Learner, Too 17 Jul 2022 nishiwen1214/rtd-electra/utils.py b3a1a6695e03774a unverified MIT (permissive)
A Survey of Information Cascade Analysis: Models, Predictions, and Recent Advances 22 May 2020 Xovee/casflow/gene_emb.py b8a9341d81c3f6d8 ran · our draft was wrong MIT (permissive)
Supervised Contrastive Learning 23 Apr 2020 alexk1704/scclv2/src/cl_replay/api/utils/convert_ds.py f4731b89be918d6f unverified MIT (permissive)
Wasserstein Weisfeiler-Lehman Graph Kernels 4 Jun 2019 BorgwardtLab/WWL/experiments/utilities.py 72df551d8c4af0e4 unverified BSD-3-Clause (permissive)
Maximum Likelihood with Bias-Corrected Calibration is Hard-To-Beat at Label Shift Adaptation 21 Jan 2019 kundajelab/labelshiftexperiments/labelshiftexperiments/cifarandmnist.py 0f722b60f8c59c77 ran · honoured contract no licence file found · pointer only
Reducing Network Agnostophobia 9 Nov 2018 ROBOTICSENGINEER/Reducing-Network-Agnostophobia-Center-Loss/MNIST/data_prep.py b25733043a18945d unverified GPL-3.0 (copyleft) · pointer only
Deep Speech: Scaling up end-to-end speech recognition 17 Dec 2014 mangushev/deep_speech/prepare_libri.py a7e204ec063f026b ran · our draft was wrong MIT (permissive)
arXiv:Guo_Texts_as_Images_in_Prompt_Tuning_for_Multi-Label_Image_Recognition_CVPR_2023_paper guozix/TaI-DPT/datasets/coco2014_partial.py 26b2d1385e57b28e 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