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Bert

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

Bert appears in the code Syntology harvested for 8 papers, as 11 distinct code bodies found in 11 places (a place is one code body under one paper). At least one of them ran in 2 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 Bert 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 Bert; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
3ran
8unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 11 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

8 papers shown of 8, newest first; 11 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. 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
Cross-modal Causal Relation Alignment for Video Question Grounding 5 Mar 2025 WissingChen/CRA-GQA/models/cra.py 770bda193e1415ad ran · metamorphic tier: deterministic no licence file found · pointer only
Learning Perturbations to Explain Time Series Predictions 30 May 2023 josephenguehard/time_interpret/tint/models/bert.py 407ab79147e95149 unverified MIT (permissive)
Trained on 100 million words and still in shape: BERT meets British National Corpus 17 Mar 2023 ltgoslo/ltg-bert/training/model.py 3d0dbf28e1085e41 unverified GPL-3.0 (copyleft) · pointer only
Video Graph Transformer for Video Question Answering 12 Jul 2022 sail-sg/VGT/model/vqa_model.py f64528547183d480 unverified Apache-2.0 (permissive)
StreamHover: Livestream Transcript Summarization and Annotation 11 Sep 2021 ucfnlp/streamhover/src/modeling_bertvqvae.py db2e1c13d1513f89 unverified no licence file found · pointer only
Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining 9 Sep 2021 RowitZou/DAMS/src/models/dams.py 2c3f54e38ff89e76 unverified MIT (permissive)
Cross-Lingual Abstractive Summarization with Limited Parallel Resources 28 May 2021 WoodenWhite/MCLAS/src/models/model_builder.py e5acf3b1e86cfa1e unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Vladimetr/ASR-Knowledge-Transferring/kt_module/lm.py e3eb406d12cc6ada ran no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 thunlp/ReInfoSelect/ReInfoSelect/models/bert.py 683a4be67f944ea1 ran fingerprinted MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 deepset-ai/FARM/farm/modeling/language_model.py 36da368f07acddb7 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 re-search/DocProduct/keras_bert/bert.py a9af20af6f1fc84c 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