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build_vocab

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

build_vocab appears in the code Syntology harvested for 36 papers, as 32 distinct code bodies found in 37 places (a place is one code body under one paper). At least one of them ran in 11 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 build_vocab 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 9 of the 32 distinct code bodies named build_vocab; 23 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
7ran · our draft was wrong
0ran · fixture could not drive it
2ran
23unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 7 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

36 papers shown of 36, 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 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
Universal Hypernetworks for Arbitrary Models added by Syntology 2026-04 (from id) Xuanfeng-Zhou/UHN/dataset/text_dataset.py f891e99cc6124c23 unverified MIT (permissive)
RSCaMa: Remote Sensing Image Change Captioning with State Space Model 29 Apr 2024 chen-yang-liu/rscama/preprocess_data.py 922e2a3d44a7cf41 ran no licence file found · pointer only
RSMamba: Remote Sensing Image Classification with State Space Model 28 Mar 2024 chen-yang-liu/change-agent/Multi_change/preprocess_data.py 922e2a3d44a7cf41 ran MIT (permissive)
Retro-BLEU: Quantifying Chemical Plausibility of Retrosynthesis Routes through Reaction Template Sequence Analysis 8 Nov 2023 catalystforyou/retro-bleu/generate_vocab_bigrams.py ee3dfd24e6680f3c unverified no licence file found · pointer only
Zero-Shot Continuous Prompt Transfer: Generalizing Task Semantics Across Language Models 2 Oct 2023 manga-uofa/ptfer/rel2abs_util.py ead1e18ac3c34c55 ran · our draft was wrong Apache-2.0 (permissive)
Compositional Program Generation for Few-Shot Systematic Generalization 28 Sep 2023 IBM/cpg/src/model/basic.py a2b00f61ddf543d3 ran Apache-2.0 (permissive)
Changes to Captions: An Attentive Network for Remote Sensing Change Captioning 3 Apr 2023 shizhenchang/chg2cap/preprocess_data.py f0fd1ad73f41f585 ran · our draft was wrong MIT (permissive)
Hyena Hierarchy: Towards Larger Convolutional Language Models 21 Feb 2023 Suro-One/Hyena-Hierarchy/hyena-split-memory.py d3511a9b66800bd1 ran · our draft was wrong fingerprinted no licence file found · pointer only
REaLTabFormer: Generating Realistic Relational and Tabular Data using Transformers 4 Feb 2023 avsolatorio/realtabformer/src/realtabformer/data_utils.py edb5cc91a5b9ff1a unverified MIT (permissive)
HOP: History-and-Order Aware Pre-training for Vision-and-Language Navigation 22 Mar 2022 yanyuanqiao/hop-vln/tasks/pretrain/utils.py 773c877d3719d36d unverified MIT (permissive)
Neighbor-view Enhanced Model for Vision and Language Navigation 15 Jul 2021 MarSaKi/NvEM/r2r_src/utils.py de363b1cbf20852f unverified MIT (permissive)
Universal Weighting Metric Learning for Cross-Modal Matching 7 Oct 2020 wayne980/PolyLoss/vocab.py 7b9b11b5023a6ca4 unverified Apache-2.0 (permissive)
Fast is better than free: Revisiting adversarial training 12 Jan 2020 elijahcn/TextCNN-AdversarialTraining/utils.py 48d009a3bfb3919f unverified MIT (permissive)
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs 7 Nov 2019 thunlp/ConceptFlow/preprocession.py 4362e3a7b16e3b43 unverified MIT (permissive)
Clotho: An Audio Captioning Dataset 21 Oct 2019 richermans/AudioCaption/utils/build_vocab.py ef7046e8db3256f6 unverified MIT (permissive)
Racial Bias in Hate Speech and Abusive Language Detection Datasets 29 May 2019 LucilleN/dv-classifier/utils.py f699c30e20a82f96 unverified MIT (permissive)
Unsupervised Data Augmentation for Consistency Training 29 Apr 2019 google-research/uda/text/preprocess.py 98430a824c0f53a8 unverified Apache-2.0 (permissive)
Learning to Navigate Unseen Environments: Back Translation with Environmental Dropout 8 Apr 2019 airsplay/R2R-EnvDrop/r2r_src/utils.py de363b1cbf20852f unverified MIT (permissive)
The Regretful Agent: Heuristic-Aided Navigation through Progress Estimation 5 Mar 2019 CAVED123/regretful-agent/tasks/R2R-pano/utils.py 19449a71349e2621 unverified MIT (permissive)
The Regretful Agent: Heuristic-Aided Navigation through Progress Estimation 5 Mar 2019 cacosandon/are-you-looking/tasks/R2R-pano/utils.py beb5b1f67bf44b76 unverified MIT (permissive)
Self-Monitoring Navigation Agent via Auxiliary Progress Estimation 10 Jan 2019 chihyaoma/selfmonitoring-agent/tasks/R2R-pano/utils.py 19449a71349e2621 unverified MIT (permissive)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 Doffery/BERT-Sentiment-Analysis-Amazon-Review/ngram_baseline.py 5da4c1bd74744fd0 unverified Apache-2.0 (permissive)
A Corpus for Multilingual Document Classification in Eight Languages 24 May 2018 n-waves/multifit/multifit/datasets/postprocess_wikitext.py ddc663023f98e224 unverified MIT (permissive)
COCO-CN for Cross-Lingual Image Tagging, Captioning and Retrieval 22 May 2018 li-xirong/coco-cn/code/coco-cn_caption/preprocess/build_vocab.py 8fbc0f6ed6ec8c3c unverified MIT (permissive)
Stacked Cross Attention for Image-Text Matching 21 Mar 2018 idejie/SCAN/vocab.py 7b9b11b5023a6ca4 unverified Apache-2.0 (permissive)
MojiTalk: Generating Emotional Responses at Scale 11 Nov 2017 Claude-Zhou/MojiTalk/helpers.py 385c62dc6cc34d25 unverified MIT (permissive)
Breaking the Softmax Bottleneck: A High-Rank RNN Language Model 10 Nov 2017 omerlux/NLP-PTB/Language_Modeling_Old/Language_Modeling_gen.py 62876a934ad2732b unverified MIT (permissive)
Style Transfer from Non-Parallel Text by Cross-Alignment 26 May 2017 nlahlaf/Text-Style-Transfer/code/preprocess.py 08c60ec42049361c ran · our draft was wrong no licence file found · pointer only
Self-critical Sequence Training for Image Captioning 2 Dec 2016 ruotianluo/GoogleConceptualCaptioning/scripts/prepro_labels.py 41b9ec0c269d8a91 ran · our draft was wrong MIT (permissive)
Recurrent Batch Normalization 30 Mar 2016 codedecde/Recognizing-Textual-Entailment/Lang.py 51b3e8b468dbc5c2 unverified MIT (permissive)
Dynamic Memory Networks for Visual and Textual Question Answering 4 Mar 2016 dandelin/Dynamic-memory-networks-plus-Pytorch/babi_loader.py d99bdbbcd3df541a ran · our draft was wrong no licence file found · pointer only
Neural Architectures for Named Entity Recognition 4 Mar 2016 PKU-TANGENT/nlp-tutorial/ChineseNER/preprocess_data.py dd8a923e22406d00 unverified MIT (permissive)
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF 4 Mar 2016 aonotas/deep-crf/deepcrf/util.py efa5f8ef6420d58c unverified MIT (permissive)
Bidirectional LSTM-CRF Models for Sequence Tagging 9 Aug 2015 ngoquanghuy99/POS-Tagging-BiLSTM-CRF/build_vocabulary.py fb8b6b45dbfda514 unverified MIT (permissive)
Show and Tell: A Neural Image Caption Generator 17 Nov 2014 Mrnoorsingh/image-caption/ImageCaption.py 6fa2f3770918589b ran · our draft was wrong no licence file found · pointer only
Convolutional Neural Networks for Sentence Classification 25 Aug 2014 alexander-rakhlin/CNN-for-Sentence-Classification-in-Keras/data_helpers.py b32b5833493d607a unverified MIT (permissive)
A Convolutional Neural Network for Modelling Sentences 8 Apr 2014 identical code first harvested elsewhere d3511a9b66800bd1 ran · our draft was wrong fingerprinted licence of this copy not recorded

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