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safe_log

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

safe_log appears in the code Syntology harvested for 27 papers, as 18 distinct code bodies found in 27 places (a place is one code body under one paper). At least one of them ran in 20 of the papers; 10 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 safe_log 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 11 of the 18 distinct code bodies named safe_log; 7 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
6ran
7unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 27 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

27 papers shown of 27, newest first; 27 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 4 papers added by Syntology; 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
Does Continued Pretraining on a Learner Corpus Improve Automated Essay Scoring on English Proficiency Tests? Evidence from EFCAMDAT added by Syntology 2026-05 (from id) tanloong/neosca/src/neosca/ns_utils.py fe2b70fed8f5568f ran GPL-3.0 (copyleft) · pointer only
Reducing Bias and Variance: Generative Semantic Guidance and Bi-Layer Ensemble for Image Clustering added by Syntology 2026-05 (from id) 2017LI/GSEC/ensemble_en4_jian.py c45ed8970d283495 ran fingerprinted no licence file found · pointer only
WavCube: Unifying Speech Representation for Understanding and Generation via Semantic-Acoustic Joint Modeling added by Syntology 2026-05 (from id) yanghaha0908/WavCube/vocos/modules.py 5923f41e711c0b69 ran fingerprinted MIT (permissive)
On Imbalanced Regression with Hoeffding Trees added by Syntology 2026-02 (from id) marinaAlchirch/DSFA_2026/src/bayes/utils.py 9b7535feb8e6a621 unverified no licence file found · pointer only
WavTokenizer: an Efficient Acoustic Discrete Codec Tokenizer for Audio Language Modeling 29 Aug 2024 jishengpeng/wavtokenizer/decoder/modules.py 5923f41e711c0b69 ran fingerprinted MIT (permissive)
Emilia: An Extensive, Multilingual, and Diverse Speech Dataset for Large-Scale Speech Generation 7 Jul 2024 open-mmlab/Amphion/models/codec/amphion_codec/vocos.py 5923f41e711c0b69 ran fingerprinted MIT (permissive)
Hearing Anything Anywhere 11 Jun 2024 maswang32/hearinganythinganywhere/metrics.py b218c35ae77c76b2 ran fingerprinted no licence file found · pointer only
Uni-MoE: Scaling Unified Multimodal LLMs with Mixture of Experts 18 May 2024 hitsz-tmg/umoe-scaling-unified-multimodal-llms/Uni-MoE-2/decoder/modules.py 5923f41e711c0b69 ran fingerprinted no licence file found · pointer only
Unifying Bayesian Flow Networks and Diffusion Models through Stochastic Differential Equations 24 Apr 2024 ML-GSAI/BFN-Solver/utils.py 34cc47ee17f6c9ee ran fingerprinted no licence file found · pointer only
Language-Codec: Bridging Discrete Codec Representations and Speech Language Models 19 Feb 2024 jishengpeng/languagecodec/languagecodec_decoder/modules.py 5923f41e711c0b69 ran fingerprinted MIT (permissive)
Efficient Nonparametric Tensor Decomposition for Binary and Count Data 15 Jan 2024 taozerui/gptd/src/model/solve_gptf_pg.py 819b61c1d573e833 ran · our draft was wrong fingerprinted no licence file found · pointer only
Bayesian Flow Networks 14 Aug 2023 nnaisense/bayesian-flow-networks/utils_model.py 34cc47ee17f6c9ee ran fingerprinted Apache-2.0 (permissive)
Vocos: Closing the gap between time-domain and Fourier-based neural vocoders for high-quality audio synthesis 1 Jun 2023 gemelo-ai/vocos/vocos/modules.py 5923f41e711c0b69 ran fingerprinted MIT (permissive)
Latent State Marginalization as a Low-cost Approach for Improving Exploration 3 Oct 2022 zdhnarsil/stochastic-marginal-actor-critic/lib/utils.py 13bc23344ef8bd53 ran · honoured contract fingerprinted MIT (permissive)
Hierarchical Context Tagging for Utterance Rewriting 22 Jun 2022 lisjin/hct/sequence_tagger.py f4b113a24e219244 ran · honoured contract fingerprinted no licence file found · pointer only
Inverse-Weighted Survival Games 16 Nov 2021 rajesh-lab/inverse-weighted-survival-games/_nll.py 81be6fa4b449a9c3 ran fingerprinted MIT (permissive)
Unrolling SGD: Understanding Factors Influencing Machine Unlearning 27 Sep 2021 cleverhans-lab/unrolling-sgd/Privacy_risk_score/calculate_PRS.py 76a2d8f814f3f8ba unverified MIT (permissive)
Surface Form Competition: Why the Highest Probability Answer Isn't Always Right 16 Apr 2021 soheeyang/unified-prompt-selection/method/calibration.py 6def77c0d0f72096 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Macro-Average: Rare Types Are Important Too 12 Apr 2021 isi-nlp/sacrebleu/sacrebleu/metrics/base.py 773dd52da7e1cddf unverified Apache-2.0 (permissive)
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions 10 Feb 2021 didriknielsen/argmax_flows/model/CategoricalNF/flows/mixture_cdf_layer.py 13bc23344ef8bd53 ran · honoured contract fingerprinted MIT (permissive)
Neuro-Symbolic Visual Reasoning: Disentangling "Visual" from "Reasoning" 20 Jun 2020 microsoft/DFOL-VQA/src/nsvqa/nn/interpreter/util.py 91385a7e97f5425a unverified MIT (permissive)
A Batch Normalized Inference Network Keeps the KL Vanishing Away 27 Apr 2020 valdersoul/bn-vae/modules/utils.py 6298a45a525420e8 ran · honoured contract fingerprinted MIT (permissive)
Probabilistic Pixel-Adaptive Refinement Networks 31 Mar 2020 visinf/ppac_refinement/src/prob_utils.py fc56993bcc5b3f8f unverified Apache-2.0 (permissive)
Gaussianization Flows 4 Mar 2020 IPL-UV/rbig_jax/rbig_jax/utils.py 105717a22f1e0c02 unverified MIT (permissive)
Stacked Capsule Autoencoders 17 Jun 2019 akosiorek/stacked_capsule_autoencoders/capsules/math_ops.py d06435ecd510267e unverified Apache-2.0 (permissive)
Variational Inference with Normalizing Flows 21 May 2015 ex4sperans/variational-inference-with-normalizing-flows/flow.py 6298a45a525420e8 ran · honoured contract fingerprinted no licence file found · pointer only
arXiv:openreview_0xJt4PqPJv shi-ang/SALaD/iwsg/util.py 81be6fa4b449a9c3 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