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calc_accuracy

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

calc_accuracy appears in the code Syntology harvested for 14 papers, as 11 distinct code bodies found in 14 places (a place is one code body under one paper). At least one of them ran in 4 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 calc_accuracy 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 3 of the 11 distinct code bodies named calc_accuracy; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 5 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, 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
UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs added by Syntology 2026-08 (from id) xxy212/UserToolBench/utb/evaluation/wtb/eval_runner.py 529f98bd3b1e03f2 unverified no licence file found · pointer only
Train with Perturbation, Infer after Merging: A Two-Stage Framework for Continual Learning 28 May 2025 qhmiao/P-M-for-Continual-Learning/utils/misc.py 971c46b0aa73eb28 ran Apache-2.0 (permissive)
Fuzzy Speculative Decoding for a Tunable Accuracy-Runtime Tradeoff 28 Feb 2025 maxholsman/fsd/csqa_eval_example.py 92f93f96f83d7a87 ran · honoured contract no licence file found · pointer only
Aspen Open Jets: Unlocking LHC Data for Foundation Models in Particle Physics 13 Dec 2024 uhh-pd-ml/omnijet_alpha/gabbro/metrics/utils.py 3f9c6aeac2a8c7f6 unverified no licence file found · pointer only
Visual Prompt Tuning in Null Space for Continual Learning 9 Jun 2024 zugexiaodui/VPTinNSforCL/utils/misc.py 971c46b0aa73eb28 ran MIT (permissive)
Comparing supervised learning dynamics: Deep neural networks match human data efficiency but show a generalisation lag 14 Feb 2024 wichmann-lab/supervised-learning-dynamics/analysis/utils/analyses.py b15d046ac1514495 ran no licence file found · pointer only
End-to-End Training Induces Information Bottleneck through Layer-Role Differentiation: A Comparative Analysis with Layer-wise Training 14 Feb 2024 keitaroskmt/e2e-info/main_ff.py 6a41b002f7083cee unverified no licence file found · pointer only
MMANet: Margin-aware Distillation and Modality-aware Regularization for Incomplete Multimodal Learning 17 Apr 2023 shicaiwei123/mmanet/classification/lib/model_develop_utils.py cabd997ca3e75a0c unverified MIT (permissive)
Are we certain it's anomalous? 16 Nov 2022 aleflabo/HypAD/hyperspace/utils.py d09bfd0a1223d58a unverified MIT (permissive)
Memory-augmented Dense Predictive Coding for Video Representation Learning 3 Aug 2020 TengdaHan/MemDPC/utils/utils.py d09bfd0a1223d58a unverified Apache-2.0 (permissive)
Achieving Equalized Odds by Resampling Sensitive Attributes 8 Jun 2020 yromano/fair_dummies/fair_dummies/utility_functions.py 155d81bdb4a2fc74 unverified MIT (permissive)
Video Representation Learning by Dense Predictive Coding 10 Sep 2019 TengdaHan/DPC/utils/utils.py d09bfd0a1223d58a unverified MIT (permissive)
Variational Autoencoders and Nonlinear ICA: A Unifying Framework 10 Jul 2019 ilkhem/ivae/models/tcl/tcl_eval.py 9b26734cdfd6df16 unverified MIT (permissive)
Extrapolating Beyond Suboptimal Demonstrations via Inverse Reinforcement Learning from Observations 12 Apr 2019 hiwonjoon/ICML2019-TREX/atari/LearnAtariMTurkRankings.py e5de5dc1ff3645df 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