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calc_metrics

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

calc_metrics appears in the code Syntology harvested for 9 papers, as 9 distinct code bodies found in 9 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_metrics 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 9 distinct code bodies named calc_metrics; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
3ran
5unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 1 of the 9 places is 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

9 papers shown of 9, newest first; 9 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
Authorship Verification of Transcribed German-Language Videos added by Syntology 2026-07 (from id) Fraunhofer-SIT/WIFS2026-TranscribedGermanAV/common.py af822b1447bf45aa ran Apache-2.0 (permissive)
PROCESS-2: A Benchmark Speech Corpus for Early Cognitive Impairment Detection added by Syntology 2026-05 (from id) CognoSpeak/PROCESS-2/codes/PROCESS2_BASELINE_LLM.py fb6dacde90d3d10b ran Apache-2.0 (permissive)
Low-latency Space-time Supersampling for Real-time Rendering 18 Dec 2023 ryanhe312/STSSNet-AAAI2024/utils/matlab_metric.py aa273a27e3ac59d7 unverified MIT (permissive)
DTPP: Differentiable Joint Conditional Prediction and Cost Evaluation for Tree Policy Planning in Autonomous Driving 2023-10 (from id) mczhi/dtpp/train_utils.py 992910bad800e5b8 unverified Apache-2.0 (permissive)
SALSA-CLRS: A Sparse and Scalable Benchmark for Algorithmic Reasoning 21 Sep 2023 jkminder/salsa-clrs/baselines/core/metrics.py f241688601e43b20 unverified Apache-2.0 (permissive)
Classical Out-of-Distribution Detection Methods Benchmark in Text Classification Tasks 13 Jul 2023 mateuszbaransanok/TrustworthyAI/trustworthyai/utils/metrics.py a356e503fd42cd9a unverified no licence file found · pointer only
EHRSHOT: An EHR Benchmark for Few-Shot Evaluation of Foundation Models 5 Jul 2023 som-shahlab/ehrshot-benchmark/ehrshot/7b_eval_zero_shot.py e387d3515af3e462 ran Apache-2.0 (permissive)
A Brief Review of Hypernetworks in Deep Learning 12 Jun 2023 jmdvinodjmd/HyperITE/src/utils.py b96b4b3c56d7f938 unverified MIT (permissive)
Set2Graph: Learning Graphs From Sets 20 Feb 2020 hadarser/SetToGraphPaper/main_scripts/main_jets.py 3979bb6a4cc7dc13 ran · our draft was wrong 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