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deserialize

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

deserialize appears in the code Syntology harvested for 10 papers, as 9 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 3 of the papers; 1 of the code bodies carries 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 deserialize 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 9 distinct code bodies named deserialize; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
0ran
6unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 3 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

10 papers shown of 10, 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 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
Eliciting Numerical Predictive Distributions of LLMs Without Autoregression added by Syntology 2026-03 (from id) kasia-kobalczyk/guess_llm/src/guess_llm/llm_utils/llm_no_scaling.py 694ff96b70127fd2 unverified licence not identified · pointer only
AdaptBPE: From General Purpose to Specialized Tokenizers added by Syntology 2026-01 (from id) vijini/Adapt-BPE/apply_merges_with_true_counts.py a86b1f2e907dd17e ran · our draft was wrong fingerprinted no licence file found · pointer only
SAGA: A Security Architecture for Governing AI Agentic Systems 27 Apr 2025 gsiros/saga/saga/agent.py c5840fffdfb81725 unverified Apache-2.0 (permissive)
Prospector Heads: Generalized Feature Attribution for Large Models & Data 18 Feb 2024 gmachiraju/k2/src/k2.py 4151128d19e2a9ac ran · our draft was wrong no licence file found · pointer only
The Predictive Forward-Forward Algorithm 4 Jan 2023 ago109/predictive-forward-forward/src/pff_rnn.py c8b5e1f944dba704 ran · our draft was wrong MIT (permissive)
Conformer: Convolution-augmented Transformer for Speech Recognition 16 May 2020 TensorSpeech/TensorFlowASR/tensorflow_asr/callbacks.py efd738a0bc3cc757 unverified Apache-2.0 (permissive)
On the Importance of News Content Representation in Hybrid Neural Session-based Recommender Systems 12 Jul 2019 gabrielspmoreira/chameleon_recsys/acr_module/acr/utils.py 81c2d720ba351423 unverified MIT (permissive)
Tensor2Tensor for Neural Machine Translation 16 Mar 2018 JiachenMao/TransfornerPrune/tensor2tensor/layers/bayes.py 8e8132bfb8eb0cd2 unverified Apache-2.0 (permissive)
SEGAN: Speech Enhancement Generative Adversarial Network 28 Mar 2017 huylenguyen806/vnasr/tensorflow_asr/callbacks.py efd738a0bc3cc757 unverified Apache-2.0 (permissive)
Learning language through pictures 11 Jun 2015 gchrupala/imaginet/utils.py 73f2c02968fd9958 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