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make_batches

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

make_batches appears in the code Syntology harvested for 7 papers, as 7 distinct code bodies found in 8 places (a place is one code body under one paper). At least one of them ran in 4 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 make_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 7 distinct code bodies named make_batches; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 4 of the 8 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

7 papers shown of 7, newest first; 8 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; 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
Measuring Maximum Activations in Open Large Language Models added by Syntology 2026-05 (from id) clx1415926/Max_act_llm/analyze_model.py 15709f2d55fc50f5 ran no licence file found · pointer only
Measuring Maximum Activations in Open Large Language Models added by Syntology 2026-05 (from id) clx1415926/Max_act_llm/quant_sanity_check.py 2714cd87a61e3a1a ran no licence file found · pointer only
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs 22 Oct 2020 uclnlp/cqd/kbc/models.py b602fff455d94358 ran · honoured contract fingerprinted MIT (permissive)
Variational Diffusion Autoencoders with Random Walk Sampling 29 May 2019 lihenryhfl/SpectralVAEGAN/vdae/util.py e135919e9b27c8de unverified MIT (permissive)
Benchmarking Keyword Spotting Efficiency on Neuromorphic Hardware 4 Dec 2018 abr/power_benchmarks/run_benchmark.py 0c14dde5fe14c3e9 ran · honoured contract no licence file found · pointer only
Hyperspherical Variational Auto-Encoders 3 Apr 2018 acr42/Neural-Variational-Knowledge-Graphs/vkge/training/util.py da8dad1ae4e89d2f unverified MIT (permissive)
Rényi Divergence Variational Inference 6 Feb 2016 YingzhenLi/VRbound/BayesianNN/black_box_alphamax.py bdb00138ee82e7da ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:aaai_25868 KlugerLab/SpectralNet/src/core/util.py e135919e9b27c8de 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