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natural_keys

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

natural_keys appears in the code Syntology harvested for 14 papers, as 5 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 13 of the papers; 4 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_keys 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 5 distinct code bodies named natural_keys; 1 is 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
2ran
1unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 14 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

14 papers shown of 14, newest first; 14 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
ChatVLA-2: Vision-Language-Action Model with Open-World Embodied Reasoning from Pretrained Knowledge 28 May 2025 tutujingyugang1/ChatVLA_public/evaluate/zero_to_fp32.py 7052cf0436949e37 ran fingerprinted MIT (permissive)
EAGER-LLM: Enhancing Large Language Models as Recommenders through Exogenous Behavior-Semantic Integration 20 Feb 2025 Indolent-Kawhi/EAGER-LLM/convert/zero_to_fp32.py 7052cf0436949e37 ran fingerprinted Apache-2.0 (permissive)
DataDream: Few-shot Guided Dataset Generation 15 Jul 2024 explainableml/datadream/DataDream/util.py 5d0ab01cafdf38db ran fingerprinted no licence file found · pointer only
Eagle and Finch: RWKV with Matrix-Valued States and Dynamic Recurrence 8 Apr 2024 rwkv/rwkv-infctx-trainer/RWKV-v4neo/export_checkpoint.py 7052cf0436949e37 ran fingerprinted Apache-2.0 (permissive)
Adapting Large Language Models by Integrating Collaborative Semantics for Recommendation 15 Nov 2023 rucaibox/lc-rec/convert/zero_to_fp32.py 7052cf0436949e37 ran fingerprinted no licence file found · pointer only
Beyond Imitation: Leveraging Fine-grained Quality Signals for Alignment 7 Nov 2023 rucaibox/figa/utils/zero_to_fp32.py 7052cf0436949e37 ran fingerprinted no licence file found · pointer only
Explore-Instruct: Enhancing Domain-Specific Instruction Coverage through Active Exploration 13 Oct 2023 fanqiwan/Explore-Instruct/train/zero_to_fp32.py 7052cf0436949e37 ran fingerprinted Apache-2.0 (permissive)
Confucius: Iterative Tool Learning from Introspection Feedback by Easy-to-Difficult Curriculum 27 Aug 2023 shizhl/ctl/zero_to_fp.py 7052cf0436949e37 ran fingerprinted no licence file found · pointer only
Finding Near-Optimal Weight Independent Sets at Scale 2022-08 (from id) karlsruhemis/kamis/misc/conversion/dimacs_to_metis.py 001b399417880b63 unverified MIT (permissive)
L2CS-Net: Fine-Grained Gaze Estimation in Unconstrained Environments 7 Mar 2022 ahmednull/l2cs-net/l2cs/utils.py 7052cf0436949e37 ran fingerprinted MIT (permissive)
Generating Automatic Curricula via Self-Supervised Active Domain Randomization 18 Feb 2020 montrealrobotics/unsupervised-adr/experiments/evaluate_ergo_envs.py 8347cfd15b697cc4 ran · our draft was wrong fingerprinted no licence file found · pointer only
Exploiting temporal consistency for real-time video depth estimation 10 Aug 2019 weihaox/ST-CLSTM/create_list_nyuv2.py 7052cf0436949e37 ran fingerprinted MIT (permissive)
Multi-Scale Context Aggregation by Dilated Convolutions 23 Nov 2015 harshmaru7/DilatedConv/Model.py 77b5bfbe056c7d67 ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:aaai_28138 Linyou/Ced-NeRF/convert_video2image.py 7052cf0436949e37 ran fingerprinted 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