Home › Code › BertIntermediate

BertIntermediate

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

BertIntermediate appears in the code Syntology harvested for 15 papers, as 20 distinct code bodies found in 20 places (a place is one code body under one paper). At least one of them ran in 15 of the papers; 18 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 BertIntermediate 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 20 of the 20 distinct code bodies named BertIntermediate; 0 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
20ran
0unverified
18fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 20 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

15 papers shown of 15, newest first; 20 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
Imagine How To Change: Explicit Procedure Modeling for Change Captioning added by Syntology 2026-03 (from id) BlueberryOreo/ProCap/src/rtransformer/model.py c2992f5c466c17d4 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Rethinking Gating Mechanism in Sparse MoE: Handling Arbitrary Modality Inputs with Confidence-Guided Gate 26 May 2025 zehuiwu/MMML/utils/cross_attn_encoder.py 10838ca8dd1e6973 ran fingerprinted 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 80fb8132656f0023 ran fingerprinted no licence file found · pointer only
DisCo: Distilled Student Models Co-training for Semi-supervised Text Mining 20 May 2023 litesslhub/disco/src/model.py 954a1d17fbc63ebc ran · metamorphic tier: invariant 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 cd1fc93df76d6f16 ran · metamorphic tier: deterministic MIT (permissive)
Learning Situation Hyper-Graphs for Video Question Answering 18 Apr 2023 aurooj/SHG-VQA/AGQA/src/lxrt/modeling_capsbert.py 07fe34e1f674c0cc ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Selective Query-guided Debiasing for Video Corpus Moment Retrieval 17 Oct 2022 dbstjswo505/SQuiDNet/model/squidnet.py b25762789d877739 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Character-Centric Story Visualization via Visual Planning and Token Alignment 16 Oct 2022 adymaharana/VLCStoryGan/vlcgan/model.py 455739c5ad6b2387 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
Clues Before Answers: Generation-Enhanced Multiple-Choice QA 30 Apr 2022 nju-websoft/GenMC/model/modeling_genmc.py 9d9d13aefaa0121e ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
History Aware Multimodal Transformer for Vision-and-Language Navigation 25 Oct 2021 cshizhe/vln-hamt/finetune_src/models/vilmodel_cmt.py 97d0724e78e93d36 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning 26 Jun 2021 hwanheelee1993/UMIC/model/ce.py f7d5bced2dfc431a ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language Tasks 8 May 2021 maximek3/e-ViL/src/modeling.py 8c436a09d6111527 ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
Coarse-to-Fine Pre-training for Named Entity Recognition 16 Oct 2020 strawberryx/CoFEE/model/bert_mrc_ner_cluster.py d6fda06a2ac2d1bd ran · metamorphic tier: invariant fingerprinted 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 6e60ffe93c5ec5fa ran · metamorphic tier: deterministic 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 c7123d4962da3767 ran · metamorphic tier: deterministic fingerprinted 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 f27f0935fbe1b62b ran · metamorphic tier: deterministic fingerprinted 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 9597f5146c4fa55c ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 EuphoriaYan/bert_component/layers/bert_basic_model.py fe52ecd17f753018 ran · metamorphic tier: deterministic fingerprinted Apache-2.0 (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Impavidity/relogic/relogic/logickit/inference/modeling.py 622c5fc2c7a23655 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 yifding/hetseq/hetseq/bert_modeling.py 4073de88226e1038 ran 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