</> Code with Papers by Syntology

Home › Code › BertModel

BertModel

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

BertModel appears in the code Syntology harvested for 16 papers, as 69 distinct code bodies found in 69 places (a place is one code body under one paper). At least one of them ran in 0 of the papers; 0 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 BertModel 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 0 of the 69 distinct code bodies named BertModel; 69 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
0ran
69unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 19 of the 69 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

16 papers shown of 16, newest first; 69 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; 2 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
DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genome 26 Jun 2023 frederikkemarin/bend/bend/utils/embedders.py f90d502733dc3fc8 unverified BSD-3-Clause (permissive)
DisCo: Distilled Student Models Co-training for Semi-supervised Text Mining 20 May 2023 litesslhub/disco/src/model.py 45e31ada063af6a3 unverified no licence file found · pointer only
Dial2vec: Self-Guided Contrastive Learning of Unsupervised Dialogue Embeddings 27 Oct 2022 AlibabaResearch/DAMO-ConvAI/dial2vec/modeling_bert.py a7725d578d6fc49c unverified MIT (permissive)
Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification 8 Mar 2022 wzh9969/contrastive-htc/model/contrast.py 1b18fd412b5eaf7b unverified MIT (permissive)
SimCSE: Simple Contrastive Learning of Sentence Embeddings 18 Apr 2021 jeongukjae/KR-BERT-SimCSE/model.py 1d4fef90a4837857 unverified MIT (permissive)
Towards Interpretable Natural Language Understanding with Explanations as Latent Variables 24 Oct 2020 JamesHujy/ELV/ELV_re/s2s_ft/modeling_decoding.py f31e6bafe1bf135f unverified MIT (permissive)
Coarse-to-Fine Pre-training for Named Entity Recognition 16 Oct 2020 strawberryx/CoFEE/model/bert_mrc_ner_cluster.py cea3c58496f17080 unverified no licence file found · pointer only
UNION: An Unreferenced Metric for Evaluating Open-ended Story Generation 16 Sep 2020 thu-coai/UNION/union_modeling.py ce3b439893c9fa27 unverified no licence file found · pointer only
BERT-QE: Contextualized Query Expansion for Document Re-ranking 15 Sep 2020 zh-zheng/BERT-QE/functions.py d1820cb4dd9e6cb4 unverified Apache-2.0 (permissive)
VD-BERT: A Unified Vision and Dialog Transformer with BERT 28 Apr 2020 salesforce/VD-BERT/pytorch_pretrained_bert/modeling.py b76586b7d7a5e61f unverified MIT (permissive)
Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word Order 24 Apr 2020 huawei-noah/Pretrained-Language-Model/PMLM/interactive_conditional_samples_sincos_acrostic.py 3c86b7d1ed73e184 unverified no licence file found · pointer only
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks 6 Aug 2019 jiasenlu/vilbert_beta/vilbert/vilbert.py ee054708d97537c8 unverified no licence file found · pointer only
RoBERTa: A Robustly Optimized BERT Pretraining Approach 26 Jul 2019 GeorgeLuImmortal/Hierarchical-BERT-Model-with-Limited-Labelled-Data/run_hbm.py f43b4161b7bdba24 unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 cedrickchee/pytorch-pretrained-BERT/pytorch_pretrained_bert/modeling.py d94fb1043848be78 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 TeamLab/bert-gcn-for-paper-citation/modeling.py c1c5de65dfedcf88 unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 DeligientSloth/bert-tensorflow/modeling.py b84a7e54141c42d4 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 wchh127/yykf/modeling.py f298a22a9d079be3 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 57ddc6f7b4914314 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 0a619d4800774912 unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Satan012/BERT/modeling.py 1c8f5d63388f5841 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 h4ste/oscar/modeling.py 4d900dd3364ebe60 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 chiayewken/bert-qa/modeling.py 73c88a124156227a unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 DeligientSloth/QQsim/modeling.py f7810bd4cfcb3f72 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 brightmart/text_classification/a00_Bert/bert_modeling.py d550d4124042659c unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 StuartCHAN/KARL/bert/modeling.py 6f4396a03cbaf31e unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 frankcgq105/BERTCHEN/modeling.py 0ee385ced53dea5b unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Nstats/bert_MRC/modeling.py 730874f4bd9c228f unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 wyf-python/Bert-Pytorch-TextClassification/pytorch_pretrained/modeling.py 7fcd355aa43ef519 unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 google-research/bigbird/bigbird/core/modeling.py 3625fdaae4382d86 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 socc-io/piqaboo/modeling.py 5edefb59760db592 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 mkavim/finetune_bert/finetune/modeling_bert.py 4ad0a0a5c8931d4f unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 EuphoriaYan/bert_component/layers/bert_basic_model.py c499a33e67b2478d unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 guoyaohua/BERT-Classifier/modeling.py a3b61b2a031736be unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 pengshuyuan/Bert/modeling.py a05a5798905d6dd0 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Impavidity/relogic/relogic/logickit/inference/modeling.py dc676111545d7cd3 unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 ganeshjawahar/interpret_bert/tpdn/unsuptree_modeler.py 1cf3945c98c6c2f3 unverified GPL-3.0 (copyleft) · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 meelfy/pytorch_pretrained_bert/pytorch_pretrained_bert/modeling.py 6725fc5eaa566426 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 SYangDong/bert-with-frozen-code/modeling.py 03e35473217340bd unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 zsweet/BERT_zsw/modeling.py 9bf7e74f61786136 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 algharak/BERTenhance/modeling.py 7e08ad549a7e13fb unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 yifding/hetseq/hetseq/bert_modeling.py 59bcd923687ae5b0 unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 KnightZhang625/BERT_TF/model_official.py 6d2298e39819682c unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 teghub/TurkishNER-BERT/bert/modeling.py e9ff615e1693ffe4 unverified 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 7014de3eb8095b4c unverified licence not identified · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Nstats/my_bert/modeling.py 18d72628a65b6b75 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 han-shi/SparseBERT/modeling.py b012d23ee83351a2 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 deepmipt/bert/bert_dp/modeling.py 558426bb4445df9f unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 jageshmaharjan/BERT_Service/bert/modeling.py 59d9d9684a5da4c8 unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 haidershaour/bert/modeling.py 8817d532f8aedb47 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 semal/bert/bert/core/modeling.py 5eb87d3a8fc7de9a unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 SCismycat/bert_code_view/modeling.py ecfe55dea456ed37 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 JNUpython/bert/bert_base/modeling.py d48289b49ea0e641 unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 SkullFang/BERT_NLP_Classification/modeling.py ef1cb1634a1b5c69 unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 ricardordb/bert/modeling.py cdeaf8a002ca4b94 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 yydai/bert_test/modeling.py 0326eaf7306ca80c unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 MichaelZhouwang/LMlexsub/modeling.py 3ade46b481d63b92 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 appcoreopc/berty/modeling.py 4cbce5db2a203a79 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 xiangyue9607/CliniRC/BERT/modeling.py 4b258860805ea4d3 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 benywon/ChineseBert/model.py cff5f4809af22623 unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 charles9n/bert-sklearn/bert_sklearn/model/pytorch_pretrained/modeling.py a9444eeb146ebd10 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 tcnguyen/bert/modeling.py 07bff76d62731e8d unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 joongbo/tta/modeling.py d62d803ad81a8a4a unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Skumarr53/Attention-is-All-you-Need-PyTorch/transformer/model.py fa0ddb048557dd4a unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 goodluck4s/bert-/modeling.py 1dc5a90b12f37329 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 goldenbili/Bert_Test2/modeling.py eebd62f1e724cbb4 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 brightmart/bert_customized/modeling.py 5e83fb6cbfb3f5a1 unverified no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 maknotavailable/pytorch-pretrained-bert/pytorch_pretrained_bert/modeling.py 4f399deeb0300ce5 unverified Apache-2.0 (permissive)
arXiv:2023.acl-long.693 AI4Bharat/IndicBERT/train/modeling.py ad3f6cc29c24cd18 unverified MIT (permissive)
arXiv:2021.acl-long.233 ACL2020SpellGCN/SpellGCN/modeling.py ef690d1e8fe5cd60 unverified 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