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BertEmbeddings

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

BertEmbeddings appears in the code Syntology harvested for 21 papers, as 26 distinct code bodies found in 26 places (a place is one code body under one paper). At least one of them ran in 13 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 BertEmbeddings 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 14 of the 26 distinct code bodies named BertEmbeddings; 12 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
14ran
12unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 10 of the 26 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

21 papers shown of 21, newest first; 26 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 1 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
Rethinking Drug-Drug Interaction Modeling as Generalizable Relation Learning added by Syntology 2026-01 (from id) SZU-ADDG/GenRel-DDI/model.py 3cdcc0a6be122ca6 ran · metamorphic tier: invariant no licence file found · pointer only
General Scene Adaptation for Vision-and-Language Navigation 29 Jan 2025 honghd16/gsa-vln/GR-DUET/map_nav_src/models/vilmodel.py 66bd358094beb851 unverified MIT (permissive)
Revisiting Non-Autoregressive Transformers for Efficient Image Synthesis 8 Jun 2024 LeapLabTHU/ImprovedNAT/libs/nat_model.py 7001b82c42bcf7a8 ran · metamorphic tier: invariant MIT (permissive)
Return of Unconditional Generation: A Self-supervised Representation Generation Method 6 Dec 2023 LTH14/rcg/pixel_generator/mage/models_mage.py 63c52efe80c94cb3 ran MIT (permissive)
Grounded Entity-Landmark Adaptive Pre-training for Vision-and-Language Navigation 24 Aug 2023 csir1996/vln-gela/ada_pretrain_src/model/pretrain_cmt.py e11f492583515dc1 ran no licence file found · pointer only
DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genome 26 Jun 2023 frederikkemarin/bend/bend/utils/embedders.py 48ac189cd4db0ad9 unverified BSD-3-Clause (permissive)
DisCo: Distilled Student Models Co-training for Semi-supervised Text Mining 20 May 2023 litesslhub/disco/src/model.py 03e9b234d335c704 unverified no licence file found · pointer only
A Dual Semantic-Aware Recurrent Global-Adaptive Network For Vision-and-Language Navigation 5 May 2023 CrystalSixone/DSRG/finetune_src/models/vilmodel.py 887a39ce2142a57d unverified MIT (permissive)
Selective Query-guided Debiasing for Video Corpus Moment Retrieval 17 Oct 2022 dbstjswo505/SQuiDNet/model/squidnet.py c7064aca92e2f1ef unverified MIT (permissive)
Character-Centric Story Visualization via Visual Planning and Token Alignment 16 Oct 2022 adymaharana/VLCStoryGan/vlcgan/model.py 79728760d660d983 ran · metamorphic tier: deterministic MIT (permissive)
Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification 8 Mar 2022 wzh9969/contrastive-htc/model/contrast.py dcc09c5532200722 ran MIT (permissive)
History Aware Multimodal Transformer for Vision-and-Language Navigation 25 Oct 2021 cshizhe/vln-hamt/finetune_src/models/vilmodel_cmt.py 43ea2bbc815e3fd5 ran · metamorphic tier: deterministic MIT (permissive)
Multi-stage Pre-training over Simplified Multimodal Pre-training Models 22 Jul 2021 lttsmn/LXMERT-S/Desktop/LXMERT_S/src/lxrt/modeling.py 4f3d156722ae6484 ran no licence file found · pointer only
Towards Interpretable Natural Language Understanding with Explanations as Latent Variables 24 Oct 2020 JamesHujy/ELV/ELV_re/s2s_ft/modeling_decoding.py 079b9f19680e22e9 unverified MIT (permissive)
Coarse-to-Fine Pre-training for Named Entity Recognition 16 Oct 2020 strawberryx/CoFEE/model/bert_mrc_ner_cluster.py 7373ebea53445c9c unverified no licence file found · pointer only
Large-Scale Adversarial Training for Vision-and-Language Representation Learning 11 Jun 2020 zhegan27/LXMERT-AdvTrain/src/lxrt/modeling.py 7cd6bab68e15976d ran MIT (permissive)
VD-BERT: A Unified Vision and Dialog Transformer with BERT 28 Apr 2020 salesforce/VD-BERT/pytorch_pretrained_bert/modeling.py d128e762e565e2bb unverified MIT (permissive)
LXMERT: Learning Cross-Modality Encoder Representations from Transformers 20 Aug 2019 ghazaleh-mahmoodi/lxmert_compression/lxmert/src/lxrt/modeling.py e988ae429f42601c ran · metamorphic tier: deterministic MIT (permissive)
RoBERTa: A Robustly Optimized BERT Pretraining Approach 26 Jul 2019 GeorgeLuImmortal/Hierarchical-BERT-Model-with-Limited-Labelled-Data/run_hbm.py c3af34b4f438eaea ran fingerprinted no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 cybertronai/megatron-lm/model/modeling.py 0bc4f9d5bf271d61 ran licence not identified · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 maknotavailable/pytorch-pretrained-bert/pytorch_pretrained_bert/modeling.py 95de1baf9219476c ran · metamorphic tier: invariant Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 cedrickchee/pytorch-pretrained-BERT/pytorch_pretrained_bert/modeling.py 77df05a2a5d00853 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 derronxu/sparsebert/SparseBERT/main_functions/transformer/modeling.py 822402eb726689f9 unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 lonePatient/ERNIE-text-classification-pytorch/pyernie/model/ernie/modeling.py c265396993793fbf unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Impavidity/relogic/relogic/logickit/inference/modeling.py 83ba0b7e85109bc1 unverified MIT (permissive)
DARTS: Differentiable Architecture Search 24 Jun 2018 anonNo2/MulTeacher-KD/models/search_cnn.py be6377d03707aa67 ran · metamorphic tier: invariant no licence file found · pointer only

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