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natural_key

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

natural_key appears in the code Syntology harvested for 10 papers, as 9 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 7 of the papers; 6 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 natural_key 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 9 distinct code bodies named natural_key; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
4ran
3unverified
6fingerprinted

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

10 papers shown of 10, 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, and the graph's for 2 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
Label-free Industrial Fault Detection via Adversarial Inverse Reinforcement Learning: A System for Run-to-Failure Prognostics added by Syntology 2026-07 (from id) dhirajneupane/AIRL-MFD-DN/AIRL_HUMS2023.py 9ddc2668cddbb726 ran fingerprinted no licence file found · pointer only
Demystifying Variance in Circuit Discovery of LLMs added by Syntology 2026-06 (from id) LIONS-EPFL/Circuit-Variance/visualization/plot_rephrasing_samplewise_variance.py 8cff6cdc74875cc7 ran fingerprinted MIT (permissive)
Demystifying Variance in Circuit Discovery of LLMs added by Syntology 2026-06 (from id) LIONS-EPFL/Circuit-Variance/visualization/plot_resampling_variance.py 6f859f08878f0484 ran fingerprinted MIT (permissive)
Can Modern LLMs Act as Agent Cores in Radiology Environments? 12 Dec 2024 magic-ai4med/radabench/EvalPlat/AutoTB/run_synthetic.py 27063496ea99fdf9 unverified MIT (permissive)
TULIP: Token-length Upgraded CLIP 13 Oct 2024 ivonajdenkoska/tulip/eval_tulip.py a677092c48744688 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Unlearning Targeted Information via Single Layer Unlearning Gradient 16 Jul 2024 CSIPlab/SLUG/src/clip/unlearn_slug.py a677092c48744688 ran · our draft was wrong fingerprinted no licence file found · pointer only
LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging 18 Jun 2024 snu-mllab/LayerMerge/layer_merge/aggregate_imp.py c5f7f81b1ed8389e ran fingerprinted MIT (permissive)
ChessGPT: Bridging Policy Learning and Language Modeling 15 Jun 2023 waterhorse1/chessgpt/chessclip/src/training/main_chess.py a677092c48744688 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Rotation-Invariant Transformer for Point Cloud Matching 14 Mar 2023 haoyu94/roitr/lib/utils.py d39e8d00511fe418 unverified MIT (permissive)
Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis 21 Mar 2022 ngaggion/HybridGNet/utils/dataLoader.py cbcc123883e8340d ran · our draft was wrong fingerprinted GPL-3.0 (copyleft) · pointer only
Compressive Visual Representations 27 Sep 2021 google-research/compressive-visual-representations/compressive_visual_representations/model.py 53256e57b7ff1522 unverified Apache-2.0 (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