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prepare

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

prepare appears in the code Syntology harvested for 17 papers, as 18 distinct code bodies found in 19 places (a place is one code body under one paper). At least one of them ran in 7 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 prepare 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 18 distinct code bodies named prepare; 12 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
3ran
12unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 19 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

17 papers shown of 17, newest first; 19 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
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning 16 Oct 2024 nju-websoft/KG-ICL/src/pretrain.py 689e4c87fd830409 unverified GPL-3.0 (copyleft) · pointer only
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning 16 Oct 2024 nju-websoft/KG-ICL/src/evaluation.py 2d01fea38435b564 unverified GPL-3.0 (copyleft) · pointer only
FLUX that Plays Music 1 Sep 2024 feizc/fluxmusic/sample.py fb7ac27a448677a1 ran licence not identified · pointer only
Hyperbolic Delaunay Geometric Alignment 12 Apr 2024 anissmedbouhi/hyperdga/lib/miscs/pathorganizer.py 914b6c50d0afeb27 ran MIT (permissive)
Are Large Language Models Good at Utility Judgments? 28 Mar 2024 ict-bigdatalab/utility_judgments/utils/utils.py 7c22b5b0ce18038b unverified no licence file found · pointer only
CodeS: Towards Building Open-source Language Models for Text-to-SQL 26 Feb 2024 ruckbreasoning/codes/tokenize_pt_corpus.py e459a1d6427bf16a unverified Apache-2.0 (permissive)
BarcodeBERT: Transformers for Biodiversity Analysis 4 Nov 2023 bioscan-ml/BarcodeBERT/barcodebert/utils.py 7648cdeb15ca24f3 ran MIT (permissive)
White-box Membership Inference Attacks against Diffusion Models 2023-08 (from id) py85252876/GSA/Imagen/gen_l2_gradients_Imagen.py c1e526566040ae5a ran · our draft was wrong no licence file found · pointer only
Aggregating Capacity in FL through Successive Layer Training for Computationally-Constrained Devices 26 May 2023 k1l1/slt/run_fl.py 09027058830d7ecf unverified MIT (permissive)
Video Prediction Models as Rewards for Reinforcement Learning 23 May 2023 Alescontrela/viper_rl/viper_rl/videogpt/data.py d189db7683bb8237 unverified MIT (permissive)
FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction 3 Dec 2022 k1l1/SLT/run_fl.py 22f89a73c84ff63c unverified MIT (permissive)
Universal Speech Enhancement with Score-based Diffusion 7 Jun 2022 line/open-universe/open_universe/bin/eval_metrics.py 4dbbc03ec894b2c1 ran · our draft was wrong Apache-2.0 (permissive)
Whitening Sentence Representations for Better Semantics and Faster Retrieval 29 Mar 2021 autoliuweijie/bert-whitening-pytorch/eval_with_whitening(nli).py 9ca27cd7321dc94d unverified MIT (permissive)
Whitening Sentence Representations for Better Semantics and Faster Retrieval 29 Mar 2021 autoliuweijie/bert-whitening-pytorch/eval_with_whitening(target).py 41a1326c23b14192 unverified MIT (permissive)
Learned Step Size Quantization 21 Feb 2019 ZouJiu1/LSQplus/quantization/lsqquantize_V1.py bd2c949ff15695e5 unverified GPL-3.0 (copyleft) · pointer only
Adversarial Attacks and Defences Competition 31 Mar 2018 pfnet-research/nips17-adversarial-attack/fcn_models/resnet_layer.py 27cda1ed035e96df unverified MIT (permissive)
Learning Natural Language Inference with LSTM 30 Dec 2015 identical code first harvested elsewhere 24e697458511d16e ran · our draft was wrong licence of this copy not recorded
Reasoning about Entailment with Neural Attention 22 Sep 2015 junfenglx/reasoning_attention/snli_reasoning_attention.py 24e697458511d16e ran · our draft was wrong no licence file found · pointer only
arXiv:2024.naacl-long.220 ondovb/nCloze/Wang2023/PrepareClothForT2T.py 280cd27fafef7677 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