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BertAttention

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

BertAttention appears in the code Syntology harvested for 28 papers, as 38 distinct code bodies found in 38 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 7 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 BertAttention 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 38 distinct code bodies named BertAttention; 27 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
11ran
27unverified
7fingerprinted

Licence is a property of each copy, so it is counted per place: 17 of the 38 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

28 papers shown of 28, newest first; 38 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
Imagine How To Change: Explicit Procedure Modeling for Change Captioning added by Syntology 2026-03 (from id) BlueberryOreo/ProCap/src/rtransformer/model.py 3617108a2e6ec403 unverified MIT (permissive)
Odin: Oriented Dual-module Integration for Text-rich Network Representation Learning added by Syntology 2025-11 (from id) hongkaifeng/Odin/src/OpenLP/models/Graphformer ME.py 15dfdc5559b52462 unverified no licence file found · pointer only
Rethinking Gating Mechanism in Sparse MoE: Handling Arbitrary Modality Inputs with Confidence-Guided Gate 26 May 2025 zehuiwu/MMML/utils/cross_attn_encoder.py 8bd97889b987d97e unverified 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 c35512e4d250fe83 unverified MIT (permissive)
CofiPara: A Coarse-to-fine Paradigm for Multimodal Sarcasm Target Identification with Large Multimodal Models 1 May 2024 wjq-learning/MSTI/model.py 7302832cca671b08 ran fingerprinted no licence file found · pointer only
Text-Guided Molecule Generation with Diffusion Language Model 20 Feb 2024 Deno-V/tgm-dlm/improved-diffusion/improved_diffusion/transformer_model.py 95d638062692e25c unverified no licence file found · pointer only
Grounded Entity-Landmark Adaptive Pre-training for Vision-and-Language Navigation 24 Aug 2023 csir1996/vln-gela/ada_pretrain_src/model/pretrain_cmt.py f11fe3d331f06585 ran fingerprinted no licence file found · pointer only
Patton: Language Model Pretraining on Text-Rich Networks 20 May 2023 PeterGriffinJin/Patton/src/OpenLP/models/Graphformer.py 34e08dc60e1055a0 unverified Apache-2.0 (permissive)
DisCo: Distilled Student Models Co-training for Semi-supervised Text Mining 20 May 2023 litesslhub/disco/src/model.py 46e5a377bdd96a41 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 b38b941722e63d29 unverified MIT (permissive)
Learning Situation Hyper-Graphs for Video Question Answering 18 Apr 2023 aurooj/SHG-VQA/AGQA/src/lxrt/modeling_capsbert.py 5294ad4cfb6fd592 ran fingerprinted no licence file found · pointer only
KERM: Knowledge Enhanced Reasoning for Vision-and-Language Navigation 28 Mar 2023 XiangyangLi20/KERM/knowledge_nav_src/models/vilmodel.py fac097958060a4ef unverified MIT (permissive)
Lana: A Language-Capable Navigator for Instruction Following and Generation 15 Mar 2023 wxh1996/lana-vln/finetune_src/models/vilmodel_cmt_lana.py 972bc2726cd67bc8 ran fingerprinted MIT (permissive)
Selective Query-guided Debiasing for Video Corpus Moment Retrieval 17 Oct 2022 dbstjswo505/SQuiDNet/model/squidnet.py 28e6bf1ccec147fb unverified MIT (permissive)
Character-Centric Story Visualization via Visual Planning and Token Alignment 16 Oct 2022 adymaharana/VLCStoryGan/vlcgan/model.py 7758e2dc60da7479 unverified MIT (permissive)
Clues Before Answers: Generation-Enhanced Multiple-Choice QA 30 Apr 2022 nju-websoft/GenMC/model/modeling_genmc.py 7ccd797d6076b7bf unverified Apache-2.0 (permissive)
Text2Pos: Text-to-Point-Cloud Cross-Modal Localization 28 Mar 2022 kevin301342/cmmloc/models/coarse/cell_retrieval.py 565f1b7b15ab3e88 unverified no licence file found · pointer only
Visual Abductive Reasoning 26 Mar 2022 leonnnop/var/src/model/mainmodel.py 8a110cded88738a8 unverified MIT (permissive)
History Aware Multimodal Transformer for Vision-and-Language Navigation 25 Oct 2021 cshizhe/vln-hamt/finetune_src/models/vilmodel_cmt.py 13836f9b26886d79 unverified MIT (permissive)
MTVR: Multilingual Moment Retrieval in Videos 30 Jul 2021 jayleicn/mTVRetrieval/baselines/mxml/model_xml_shared.py d7fb7167ff474aeb ran no licence file found · pointer only
UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning 26 Jun 2021 hwanheelee1993/UMIC/model/ce.py eb099be49425d23f ran fingerprinted MIT (permissive)
Causal Attention for Vision-Language Tasks 5 Mar 2021 yangxuntu/lxmertcatt/src/lxrt/modeling.py b8c495ff176f844a ran · metamorphic tier: deterministic MIT (permissive)
Towards Interpretable Natural Language Understanding with Explanations as Latent Variables 24 Oct 2020 JamesHujy/ELV/ELV_re/s2s_ft/modeling_decoding.py 79fb582753417716 unverified MIT (permissive)
Coarse-to-Fine Pre-training for Named Entity Recognition 16 Oct 2020 strawberryx/CoFEE/model/bert_mrc_ner_cluster.py bfa8da12483938a3 unverified no licence file found · pointer only
VD-BERT: A Unified Vision and Dialog Transformer with BERT 28 Apr 2020 salesforce/VD-BERT/pytorch_pretrained_bert/modeling.py a37aa2973e8e5c9f unverified MIT (permissive)
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks 6 Aug 2019 jiasenlu/vilbert_beta/vilbert/vilbert.py 04726b79ddfafc13 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 ad7f6e57dedf08aa ran · metamorphic tier: deterministic no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 itsShnik/adaptively-finetuning-transformers/lxmert/src/lxrt/modeling.py 4d9cbea89cdaecc9 ran 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 e84e69f096395645 ran fingerprinted 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 149f493786f28d23 ran fingerprinted 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 330e30e5ccfcc515 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 5416853a8be3a2d7 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 978bca45efc60c53 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 f5bafea439ee7a6d unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 ganeshjawahar/interpret_bert/tpdn/unsuptree_modeler.py 236bedbe3bb10ca4 unverified GPL-3.0 (copyleft) · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 yifding/hetseq/hetseq/bert_modeling.py 0cb54ae12a698d67 unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 han-shi/SparseBERT/modeling.py e12264c69d5f6ed1 unverified Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 charles9n/bert-sklearn/bert_sklearn/model/pytorch_pretrained/modeling.py b05a22e3a42e7e59 unverified Apache-2.0 (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