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create_batches

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

create_batches appears in the code Syntology harvested for 13 papers, as 13 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 5 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 create_batches 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 5 of the 13 distinct code bodies named create_batches; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
3ran
8unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 13 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; 13 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 1 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
Reasoning Beyond Literal: Cross-style Multimodal Reasoning for Figurative Language Understanding added by Syntology 2026-01 (from id) scheshmi/CrossStyle-MMR/infer/gemini.py 47166def646ebec4 unverified no licence file found · pointer only
Vertical Federated Learning with Missing Features During Training and Inference 29 Oct 2024 Valdeira/LASER-VFL/models/mimic_model_utils.py 8205a45bb88f06e9 unverified MIT (permissive)
Keep It Private: Unsupervised Privatization of Online Text 16 May 2024 csbao/kip-privatization/src/helper_functions.py f1910cd6b05c84aa ran fingerprinted no licence file found · pointer only
Towards a clinically accessible radiology foundation model: open-access and lightweight, with automated evaluation 12 Mar 2024 microsoft/llava-rad/llava/eval/model_mimic_cxr.py 6d2f3a4c1f6e2d48 ran licence not identified · pointer only
Few-Shot Detection of Machine-Generated Text using Style Representations 12 Jan 2024 llnl/luar/machine_detection/machine_utils.py 7811eb1fab7ee8c5 ran Apache-2.0 (permissive)
JetLOV: Enhancing Jet Tree Tagging through Neural Network Learning of Optimal LundNet Variables 24 Nov 2023 GiorgioCerro/jetlov/experiments/shower.py aac1dd28c8780f75 unverified BSD-3-Clause (permissive)
LingMess: Linguistically Informed Multi Expert Scorers for Coreference Resolution 25 May 2022 shon-otmazgin/lingmess-coref/coref_dataset.py 1419e13af2d888ce unverified MIT (permissive)
An Extensive Data Processing Pipeline for MIMIC-IV 29 Apr 2022 healthylaife/mimic-iv-data-pipeline/model/model_utils.py e33b3ffeb2767d35 unverified MIT (permissive)
GrIPS: Gradient-free, Edit-based Instruction Search for Prompting Large Language Models 14 Mar 2022 archiki/grips/nat_inst_gpt3.py 808e090115590f67 ran · our draft was wrong MIT (permissive)
Black-box Prompt Learning for Pre-trained Language Models 21 Jan 2022 shizhediao/black-box-prompt-learning/run_glue_discrete_GPT.py cf1b29b012c28b76 unverified Apache-2.0 (permissive)
Rational Recurrences 28 Aug 2018 Noahs-ARK/rational-recurrences/language_model/train_lm.py a44cd456a2bbbef2 unverified MIT (permissive)
WHAI: Weibull Hybrid Autoencoding Inference for Deep Topic Modeling 4 Mar 2018 sophieburkhardt/dirichlet-vae-topic-models/utils.py c7c5038d6f0b010f ran · honoured contract fingerprinted no licence file found · pointer only
Panning for Gold: Model-X Knockoffs for High-dimensional Controlled Variable Selection 2016-10 (from id) amspector100/knockpy/knockpy/kpytorch/deeppink.py 746a83193745ebea 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