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format_value

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

format_value appears in the code Syntology harvested for 9 papers, as 10 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 6 of the papers; 2 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 format_value 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 7 of the 10 distinct code bodies named format_value; 3 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
6ran
3unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 10 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

9 papers shown of 9, newest first; 10 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 5 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
Learning piecewise-smooth dynamical systems added by Syntology 2026-08 (from id) davidemurari/learn-piecewise-smooth/tables/common.py 5aac920734bba6f7 ran no licence file found · pointer only
A Distributed Acoustic Sensing Dataset for Vessel Detection and Localization in Submarine Cable Protection added by Syntology 2026-07 (from id) UAH-PSI/das-vessel-detection/src/print_experiment_results.py 2cdee3e373085756 ran fingerprinted GPL-3.0 (copyleft) · pointer only
Hack-Verifiable Environments: Towards Evaluating Reward Hacking at Scale added by Syntology 2026-05 (from id) MajoRoth/hack-verifiable-environments/hvta/FilesystemWrapper/logical_bug_envs/FifteenPuzzle/env_for_fs.py 7471076de2c0159d ran MIT (permissive)
Hack-Verifiable Environments: Towards Evaluating Reward Hacking at Scale added by Syntology 2026-05 (from id) MajoRoth/hack-verifiable-environments/hvta/FilesystemWrapper/logical_bug_envs/FifteenPuzzle/env_with_bug.py 4a31540ea10eb355 ran MIT (permissive)
The Manokhin Probability Matrix: A Diagnostic Framework for Classifier Probability Quality added by Syntology 2026-05 (from id) valeman/classifier_calibration/src/modules/analysis/plots.py 39445d3c59ce38f5 ran · our draft was wrong fingerprinted licence not identified · pointer only
SPARe: Stacked Parallelism with Adaptive Reordering for Fault-Tolerant LLM Pretraining Systems with 100k+ GPUs added by Syntology 2026-03 (from id) padsysl/SPARe/platform/generate_platform.py 71da53c11d05ebfe unverified licence not identified · pointer only
VLG-CBM: Training Concept Bottleneck Models with Vision-Language Guidance 18 Jul 2024 Trustworthy-ML-Lab/Label-free-CBM/plots.py 977ef28dbc4a682a ran no licence file found · pointer only
ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model 4 Apr 2024 chenhongruixuan/mambacd/changedetection/logging_utils.py 38727dde2f236d95 ran Apache-2.0 (permissive)
Deep Learning Recommendation Model for Personalization and Recommendation Systems 31 May 2019 alibaba/easyrec/easy_rec/python/layers/backbone.py 4b0efd503529d5da unverified Apache-2.0 (permissive)
Learning Efficient Detector with Semi-supervised Adaptive Distillation 2 Jan 2019 Tangshitao/Semi-supervised-Adaptive-Distillation/caffe2/caffe2/python/net_printer.py f1f9a4ac54736551 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