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BertSelfAttention

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

BertSelfAttention appears in the code Syntology harvested for 29 papers, as 37 distinct code bodies found in 37 places (a place is one code body under one paper). At least one of them ran in 16 of the papers; 10 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 BertSelfAttention 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 23 of the 37 distinct code bodies named BertSelfAttention; 14 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
23ran
14unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 16 of the 37 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

29 papers shown of 29, newest first; 37 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 202febc467fcdff1 ran · metamorphic tier: deterministic 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 f2984e2313d67383 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 50a3d34aac2573cd 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 fc89405716521d69 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 c52c56e6b503ff9a 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 181a8da7e0d87dd3 unverified no licence file found · pointer only
Patton: Language Model Pretraining on Text-Rich Networks 20 May 2023 PeterGriffinJin/Patton/src/OpenLP/models/Graphformer.py 94182c53af96db35 unverified Apache-2.0 (permissive)
DisCo: Distilled Student Models Co-training for Semi-supervised Text Mining 20 May 2023 litesslhub/disco/src/model.py 578d4f3276e30323 ran · metamorphic tier: deterministic fingerprinted 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 ffff1ac5549ddff4 ran MIT (permissive)
KERM: Knowledge Enhanced Reasoning for Vision-and-Language Navigation 28 Mar 2023 XiangyangLi20/KERM/knowledge_nav_src/models/vilmodel.py 8e5c1f482d9ee1e0 ran fingerprinted 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 a0efcc75e5e7e5de ran fingerprinted MIT (permissive)
Selective Query-guided Debiasing for Video Corpus Moment Retrieval 17 Oct 2022 dbstjswo505/SQuiDNet/model/squidnet.py 57400b456ed52f49 unverified MIT (permissive)
Character-Centric Story Visualization via Visual Planning and Token Alignment 16 Oct 2022 adymaharana/VLCStoryGan/vlcgan/model.py e5006dcf91e21556 unverified MIT (permissive)
Clues Before Answers: Generation-Enhanced Multiple-Choice QA 30 Apr 2022 nju-websoft/GenMC/model/modeling_genmc.py 6a50fa25bd29286f ran fingerprinted Apache-2.0 (permissive)
Text2Pos: Text-to-Point-Cloud Cross-Modal Localization 28 Mar 2022 kevin301342/cmmloc/models/coarse/cell_retrieval.py 9a383ff97b1c44e8 ran no licence file found · pointer only
Visual Abductive Reasoning 26 Mar 2022 leonnnop/var/src/model/mainmodel.py 1ad7e9bae41c84c2 ran MIT (permissive)
History Aware Multimodal Transformer for Vision-and-Language Navigation 25 Oct 2021 cshizhe/vln-hamt/finetune_src/models/vilmodel_cmt.py c08a770513cf174b unverified MIT (permissive)
Alignment Attention by Matching Key and Query Distributions 25 Oct 2021 szhang42/alignment_attention/src/transformers/modeling_albert.py ebb254c6336aec90 unverified Apache-2.0 (permissive)
MTVR: Multilingual Moment Retrieval in Videos 30 Jul 2021 jayleicn/mTVRetrieval/baselines/mxml/model_xml_shared.py f68c67bac0562ca9 unverified no licence file found · pointer only
UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning 26 Jun 2021 hwanheelee1993/UMIC/model/ce.py 50a06ca454859f0c 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 0cddc969b8e047cc unverified MIT (permissive)
Coarse-to-Fine Pre-training for Named Entity Recognition 16 Oct 2020 strawberryx/CoFEE/model/bert_mrc_ner_cluster.py 47113e22d2e57c7f ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Guiding Attention for Self-Supervised Learning with Transformers 6 Oct 2020 ameet-1997/AttentionGuidance/attention_guidance/src/transformers/modeling_bert.py b2e5008f527ce193 ran MIT (permissive)
VD-BERT: A Unified Vision and Dialog Transformer with BERT 28 Apr 2020 salesforce/VD-BERT/pytorch_pretrained_bert/modeling.py 39133fc31b6e7ba0 ran MIT (permissive)
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks 6 Aug 2019 jiasenlu/vilbert_beta/vilbert/vilbert.py d5fe4e5fe4ebd34d ran 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 df8363b5430892a0 ran fingerprinted 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 d7fe09a1ec2f4f0d ran · metamorphic tier: deterministic 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 72415b9f7aa76ac9 ran · metamorphic tier: deterministic 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 b62d4fe9e831d295 ran · metamorphic tier: deterministic MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 ganeshjawahar/interpret_bert/tpdn/unsuptree_modeler.py 47914b62d30c89d7 ran fingerprinted 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 deecd100e8c17400 ran MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 airsplay/vimpac/vimpac/modeling.py 8396c5967c3a2df6 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 e4d01ce175b1609c ran fingerprinted licence not identified · 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 79f120e0db5db99e ran Apache-2.0 (permissive)
Self-Attention with Relative Position Representations 6 Mar 2018 mehdibenamorr/bert-positional-bias-ner/models/attention.py a9285738d93fbcb8 unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 han-shi/SparseBERT/modeling.py 5a86d6c972a844fa ran fingerprinted Apache-2.0 (permissive)
Attention Is All You Need 12 Jun 2017 hiun/learning-transformers/modeling_bert.py e3f87e22fdcfec57 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