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TransformerEncoderLayer

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

TransformerEncoderLayer appears in the code Syntology harvested for 90 papers, as 100 distinct code bodies found in 100 places (a place is one code body under one paper). At least one of them ran in 58 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 TransformerEncoderLayer 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 63 of the 100 distinct code bodies named TransformerEncoderLayer; 37 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
63ran
37unverified
10fingerprinted

Licence is a property of each copy, so it is counted per place: 38 of the 100 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

90 papers shown of 90, newest first; 100 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 9 papers added by Syntology; 1 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
Training Fair Tabular Foundation Models added by Syntology 2026-08 (from id) patrikken/FairTFM-inference/fairtfm/model.py ba660ff73020eb6c ran · metamorphic tier: deterministic no licence file found · pointer only
Text2Sign: A Single-GPU Diffusion Baseline for Text-to-Sign Language Video Generation added by Syntology 2026-07 (from id) xiaruize0911/text2sign/pipeline.py dc6f452194c57e32 ran fingerprinted no licence file found · pointer only
KnowsTFM: Knowledge-Informed Fine-Tuning of Small Tabular Foundation Models added by Syntology 2026-06 (from id) automl/TFM-Playground/tfmplayground/interface.py 19718d01dfd3f3c5 ran Apache-2.0 (permissive)
In-Context Multiple Instance Learning added by Syntology 2026-06 (from id) injurise/ICMIL/icmil/models/architecture.py e0a4bd1effc6c391 unverified MIT (permissive)
SurvivalPFN: Amortizing Survival Prediction via In-Context Bayesian Inference added by Syntology 2026-05 (from id) rgklab/SurvivalPFN/survivalpfn/models/icl_model.py 79a4260cd65e423b ran · metamorphic tier: invariant Apache-2.0 (permissive)
Causal Foundation Models with Continuous Treatments added by Syntology 2026-05 (from id) layer6ai-labs/CCPFN-inference/src/ccpfn/models/continuous_icl_model.py 0b8a82e2f7ecf3f0 unverified Apache-2.0 (permissive)
Real-Time Explanations for Tabular Foundation Models added by Syntology 2026-03 (from id) kunumi/ShapPFN/src/models/shappfn.py c3101b1ec0ec2d3b ran no licence file found · pointer only
From Zero to Hero: Advancing Zero-Shot Foundation Models for Tabular Outlier Detection added by Syntology 2026-02 (from id) psorus/Outformer/pfns/transformer.py 73c323342a7ad01a ran no licence file found · pointer only
Latent Representation Learning in Heavy-Ion Collisions with MaskPoint Transformer added by Syntology 2025-10 (from id) Giovanni-Sforza/MaskPoint-AMPT/models/MaskPoint.py 9d0fd8709fbd6207 ran BSD-3-Clause (permissive)
arXiv:2506.06039 2025-06 (from id) jr2021/Do-PFN/model/transformer.py 1dabe5224805f198 unverified no licence file found · pointer only
Rethinking Gating Mechanism in Sparse MoE: Handling Arbitrary Modality Inputs with Confidence-Guided Gate 26 May 2025 icuraslw/official-repository-of-confsmoe/models.py 3c8b32bf9f9c0e48 unverified no licence file found · pointer only
ZEUS: Zero-shot Embeddings for Unsupervised Separation of Tabular Data 15 May 2025 gmum/zeus/zeus/model/zeus.py df4358779e4de127 ran no licence file found · pointer only
VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary 12 Mar 2025 showlab/VLog/VLog/model/models.py f33ffe92f2473798 ran · metamorphic tier: invariant no licence file found · pointer only
Biologically Plausible Brain Graph Transformer 13 Feb 2025 pcyyyy/BioBGT/Model/models.py 2e5155ad75dd2c22 unverified no licence file found · pointer only
CBraMod: A Criss-Cross Brain Foundation Model for EEG Decoding 10 Dec 2024 wjq-learning/cbramod/models/cbramod.py 2eb20bea3af6aa67 unverified MIT (permissive)
Classifier-guided Gradient Modulation for Enhanced Multimodal Learning 3 Nov 2024 zrguo/cggm/src/foodtrain.py 3dfcc20147c77637 unverified MIT (permissive)
Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts 10 Oct 2024 unites-lab/flex-moe/models.py 40e694fe9ff5b31a ran no licence file found · pointer only
OneRef: Unified One-tower Expression Grounding and Segmentation with Mask Referring Modeling 10 Oct 2024 linhuixiao/hivg/models/HiVG.py f003917559e3b08b ran · metamorphic tier: deterministic Apache-2.0 (permissive)
T-JEPA: Augmentation-Free Self-Supervised Learning for Tabular Data 7 Oct 2024 jose-melo/t-jepa/src/encoder.py 9a5b310fb0c45b61 ran · metamorphic tier: deterministic MIT (permissive)
Multimodal Prompt Learning with Missing Modalities for Sentiment Analysis and Emotion Recognition 7 Jul 2024 zrguo/MPLMM/src/model.py 29e314f7b8ab4b4c unverified MIT (permissive)
CountGD: Multi-Modal Open-World Counting 5 Jul 2024 niki-amini-naieni/CountGD/models/GroundingDINO/groundingdino.py 57469407352666b4 unverified MIT (permissive)
SegVG: Transferring Object Bounding Box to Segmentation for Visual Grounding 3 Jul 2024 WeitaiKang/SegVG/models/SegVG.py 11325595a1e21029 ran no licence file found · pointer only
A Neural Column Generation Approach to the Vehicle Routing Problem with Two-Dimensional Loading and Last-In-First-Out Constraints 18 Jun 2024 xyfffff/NCG-for-2L-CVRP/bpp/model.py 9eae5bacb6b4d773 ran · metamorphic tier: invariant fingerprinted no licence file found · pointer only
Semi-Supervised Spoken Language Glossification 12 Jun 2024 yaohj11/S3LG/model/seq2seq/encoder.py 63d68ab12286b7a4 ran MIT (permissive)
Vectorized Conditional Neural Fields: A Framework for Solving Time-dependent Parametric Partial Differential Equations 6 Jun 2024 jhagnberger/vcnef/vcnef/vcnef_1d.py 87230930da2c54a6 unverified MIT (permissive)
Population Transformer: Learning Population-level Representations of Neural Activity 5 Jun 2024 czlwang/populationtransformer/models/pt_model_custom.py 0245cc2a22d47844 ran · metamorphic tier: deterministic no licence file found · pointer only
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting 25 Apr 2024 jerpelhan/dave/models/dave.py 07e1f3797315c793 ran MIT (permissive)
CoFInAl: Enhancing Action Quality Assessment with Coarse-to-Fine Instruction Alignment 22 Apr 2024 ZhouKanglei/CoFInAl_AQA/models/model.py a78727691a69cd7f ran · metamorphic tier: invariant no licence file found · pointer only
Vision-and-Language Navigation via Causal Learning 16 Apr 2024 CrystalSixone/VLN-GOAT/map_nav_src/models/vilmodel_GOAT.py 810d160bafcc6c89 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
On the Utility of 3D Hand Poses for Action Recognition 14 Mar 2024 s-shamil/HandFormer/HandFormer/models/hf_pose.py f8f7be5c3f791c68 ran · metamorphic tier: deterministic MIT (permissive)
RecWizard: A Toolkit for Conversational Recommendation with Modular, Portable Models and Interactive User Interface 23 Feb 2024 McAuley-Lab/RecWizard/src/recwizard/modules/kbrd/transformer_encoder_decoder.py 12632be7c4bebde1 ran no licence file found · pointer only
TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks 17 Feb 2024 penfever/tunetables/tunetables/transformer.py 3ca52e651c5bddce unverified Apache-2.0 (permissive)
Pushdown Layers: Encoding Recursive Structure in Transformer Language Models 29 Oct 2023 MurtyShikhar/Pushdown-Layers/models/pushdown_transformer_lm.py cd05f27177c97848 unverified no licence file found · pointer only
MCUFormer: Deploying Vision Transformers on Microcontrollers with Limited Memory 25 Oct 2023 liangyn22/mcuformer/model/supernet_transformer.py a115d422c7fbcbe2 unverified no licence file found · pointer only
Sparse Universal Transformer 11 Oct 2023 willGuimont/transformers/nnet/transformers.py 8b47279d7dccc00f ran · metamorphic tier: invariant MIT (permissive)
DVGaze: Dual-View Gaze Estimation 20 Aug 2023 yihuacheng/DVGaze/Code/eth/transformer.py f632b3589956e8e9 ran MIT (permissive)
RLIPv2: Fast Scaling of Relational Language-Image Pre-training 18 Aug 2023 jacobyuan7/rlip/models/ParSetransformer.py 107ffdb07dbd2f9d ran fingerprinted Apache-2.0 (permissive)
3D-VisTA: Pre-trained Transformer for 3D Vision and Text Alignment 8 Aug 2023 3d-vista/3D-VisTA/model/vision/unified_encoder.py 8f3dbe47a6eb7b40 ran · metamorphic tier: deterministic MIT (permissive)
TREA: Tree-Structure Reasoning Schema for Conversational Recommendation 20 Jul 2023 WindyLee0822/TREA/model.py b4cc671d07639f90 unverified no licence file found · pointer only
Concise Answers to Complex Questions: Summarization of Long-form Answers 30 May 2023 acpotluri/lfqa_summary/model/PreSumm/src/models/encoder.py 270439c03d883b4c unverified no licence file found · pointer only
PFNs4BO: In-Context Learning for Bayesian Optimization 27 May 2023 automl/pfns4bo/pfns4bo/transformer.py a5e5843ed74ae0a8 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
A Dual Semantic-Aware Recurrent Global-Adaptive Network For Vision-and-Language Navigation 5 May 2023 CrystalSixone/DSRG/finetune_src/models/vilmodel.py fac115820b1e6391 ran · metamorphic tier: deterministic MIT (permissive)
PreNAS: Preferred One-Shot Learning Towards Efficient Neural Architecture Search 2023-04 (from id) tinyvision/prenas/model/supernet_transformer.py a17eb310e7b4dff6 unverified Apache-2.0 (permissive)
Relational Context Learning for Human-Object Interaction Detection 11 Apr 2023 OreoChocolate/MUREN/models/muren.py 7f8a75d5cc8739af ran no licence file found · pointer only
Vita-CLIP: Video and text adaptive CLIP via Multimodal Prompting 6 Apr 2023 TalalWasim/Vita-CLIP/training/VitaCLIP_model.py efd12a8a6dd436d0 ran · metamorphic tier: deterministic MIT (permissive)
Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks 4 Apr 2023 wengsyx/neural-comprehension/NeuralCom/CoNN/modeling_conn.py 17a235d61eb3ac7a unverified MIT (permissive)
Decoupled Multimodal Distilling for Emotion Recognition 24 Mar 2023 mdswyz/DMD/trains/singleTask/model/dmd.py 7b9d2681c13f15dc unverified MIT (permissive)
CVT-SLR: Contrastive Visual-Textual Transformation for Sign Language Recognition with Variational Alignment 10 Mar 2023 binbinjiang/CVT-SLR/cvtslr_model.py f3ab8e695d75d895 ran · metamorphic tier: invariant no licence file found · pointer only
AQuaMaM: An Autoregressive, Quaternion Manifold Model for Rapidly Estimating Complex SO(3) Distributions 21 Jan 2023 airalcorn2/aquamam/aquamam.py 8a26e8bdd622e3a7 unverified MIT (permissive)
Scalable Adaptive Computation for Iterative Generation 22 Dec 2022 google-research/pix2seq/architectures/transformers.py e730a175de3303f8 unverified Apache-2.0 (permissive)
LayoutDETR: Detection Transformer Is a Good Multimodal Layout Designer 19 Dec 2022 salesforce/layoutdetr/training/detr_transformer.py b2bdd3331ef62a51 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Motion Transformer with Global Intention Localization and Local Movement Refinement 27 Sep 2022 sshaoshuai/mtr/mtr/models/model.py 7e91726a274c25bd unverified Apache-2.0 (permissive)
Frozen CLIP Models are Efficient Video Learners 6 Aug 2022 OpenGVLab/efficient-video-recognition/model.py 827c460499de0c70 ran no licence file found · pointer only
Video Mask Transfiner for High-Quality Video Instance Segmentation 28 Jul 2022 SysCV/vmt/models/segmentation.py ed01e90c38f337c9 ran · metamorphic tier: invariant Apache-2.0 (permissive)
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers 27 Jul 2022 postech-ami/fastmetro/src/modeling/model/modeling_fastmetro.py 81cad16cd0d5efb1 ran MIT (permissive)
Don't Forget Me: Accurate Background Recovery for Text Removal via Modeling Local-Global Context 21 Jul 2022 lcy0604/CTRNet/models_CTRNet.py 8432e0f043a686c3 unverified MIT (permissive)
Hierarchically Self-Supervised Transformer for Human Skeleton Representation Learning 20 Jul 2022 yuxiaochen1103/Hi-TRS/model/Hi_TRS.py 057b6db36bc7752b ran fingerprinted Apache-2.0 (permissive)
Masked Autoencoders that Listen 13 Jul 2022 facebookresearch/multimodal/torchmultimodal/models/masked_auto_encoder/model.py 7a00feceab29852a unverified BSD-3-Clause (permissive)
Don't Pay Attention to the Noise: Learning Self-supervised Representations of Light Curves with a Denoising Time Series Transformer 6 Jul 2022 mariomorvan/denoising-time-series-transformer/models/models.py 82ac7fddfe86c023 ran GPL-3.0 (copyleft) · pointer only
Transformer-Based Multi-modal Proposal and Re-Rank for Wikipedia Image-Caption Matching 21 Jun 2022 towhee-io/towhee/towhee/models/coformer/transformer.py 5f606c3ea722baea ran Apache-2.0 (permissive)
Language-Bridged Spatial-Temporal Interaction for Referring Video Object Segmentation 8 Jun 2022 dzh19990407/lbdt/models/LBDT_4.py aa29d774bf09ba34 ran fingerprinted MIT (permissive)
A Unified Model for Multi-class Anomaly Detection 8 Jun 2022 zhiyuanyou/uniad/models/reconstructions/uniad.py 4b270121cf640133 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Future Transformer for Long-term Action Anticipation 27 May 2022 gongda0e/futr/model/futr.py a7e05a9a7dd57fe6 ran · metamorphic tier: deterministic licence not identified · pointer only
Towards End-to-End Unified Scene Text Detection and Layout Analysis 28 Mar 2022 chend-vl/instructocr/models/transformer_decoder.py 3150b099aa49e716 ran no licence file found · pointer only
RayTran: 3D pose estimation and shape reconstruction of multiple objects from videos with ray-traced transformers 24 Mar 2022 likojack/ODAM/src/models/transformer.py 110d117a309e1201 ran · metamorphic tier: deterministic MIT (permissive)
Global Tracking Transformers 24 Mar 2022 xingyizhou/GTR/gtr/modeling/roi_heads/transformer.py 6f47261ee5162e04 ran no licence file found · pointer only
A Text Attention Network for Spatial Deformation Robust Scene Text Image Super-resolution 17 Mar 2022 mjq11302010044/TATT/model/transformerSR.py 5d4de4fe8da8b3bc ran · metamorphic tier: invariant fingerprinted MIT (permissive)
KinyaBERT: a Morphology-aware Kinyarwanda Language Model 16 Mar 2022 anzeyimana/kinyabert-acl2022/code/morpho_model.py 820fca5082f9435e unverified MIT (permissive)
Neural Face Identification in a 2D Wireframe Projection of a Manifold Object 8 Mar 2022 manycore-research/faceformer/faceformer/models/model.py 000429586ff77403 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Transformer-based Dual Relation Graph for Multi-label Image Recognition 10 Oct 2021 iCVTEAM/TDRG/models/TDRG.py 4a32b2ac8f43376e ran Apache-2.0 (permissive)
Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining 9 Sep 2021 RowitZou/DAMS/src/models/dams.py f11d3b7655768e5b unverified MIT (permissive)
Improving 3D Object Detection with Channel-wise Transformer 23 Aug 2021 hlsheng1/ct3d/pcdet/models/roi_heads/ct3d_head.py 9f90c23222eb4bbf ran · metamorphic tier: deterministic MIT (permissive)
Learning Canonical View Representation for 3D Shape Recognition with Arbitrary Views 16 Aug 2021 weixmath/CVR/models/Vit.py d1dcc3143bcaa503 ran · metamorphic tier: deterministic no licence file found · pointer only
HiFT: Hierarchical Feature Transformer for Aerial Tracking 31 Jul 2021 vision4robotics/HiFT/pysot/models/utile/utile.py 4119dfc79a334f6d unverified Apache-2.0 (permissive)
Spatial-Temporal Transformer for Dynamic Scene Graph Generation 26 Jul 2021 lunaproject22/aar/lib/transformer.py cf0d96423bcfe244 ran · metamorphic tier: deterministic no licence file found · pointer only
GLiT: Neural Architecture Search for Global and Local Image Transformer 7 Jul 2021 lpxtt/simtrack/lib/models/stark/transformer.py 0fa568810a644276 ran MIT (permissive)
Personalized Transformer for Explainable Recommendation 25 May 2021 lileipisces/PETER/module.py 4a897ddcb771b965 ran · metamorphic tier: deterministic no licence file found · pointer only
Instance-level Image Retrieval using Reranking Transformers 22 Mar 2021 uvavision/RerankingTransformer/RRT_GLD/models/matcher.py 04562f302b992df4 ran GPL-3.0 (copyleft) · pointer only
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking 22 Mar 2021 594422814/TransformerTrack/ltr/models/target_classifier/transformer.py 81d1975ee00caff6 ran · metamorphic tier: deterministic MIT (permissive)
Learning Multi-Scene Absolute Pose Regression with Transformers 21 Mar 2021 yolish/c2f-ms-transformer/models/transposenet/C2FEMSTransPoseNet.py e3af5e4f895771eb ran no licence file found · pointer only
Read Like Humans: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Recognition 11 Mar 2021 FangShancheng/ABINet/modules/model_abinet.py 152fce378f96441c unverified licence not identified · pointer only
Modeling Multi-Label Action Dependencies for Temporal Action Localization 4 Mar 2021 ptirupat/MLAD/src/models/v1.py 5829945a54f11904 ran · metamorphic tier: deterministic no licence file found · pointer only
Data Augmentation for Abstractive Query-Focused Multi-Document Summarization 2 Mar 2021 ramakanth-pasunuru/QmdsCnnIr/src/abstractive/transformer_encoder.py aef61f6816c3986e unverified no licence file found · pointer only
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 SHI-Labs/Compact-Transformers/src/vit.py 2f168ea21eac6721 ran Apache-2.0 (permissive)
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale 22 Oct 2020 stevenwalton/scs-cct/src/vit.py 211aaa8ef68bf255 ran Apache-2.0 (permissive)
Self-Paced Learning for Neural Machine Translation 9 Oct 2020 wanyu2018umac/Self-Paced-Learning-for-Neural-Machine-Translation/train/train_single.py e579d3edd8e83e00 unverified no licence file found · pointer only
IsarStep: a Benchmark for High-level Mathematical Reasoning 13 Jun 2020 reactive-systems/ml2/ml2/models/tf_hierarchical_transformer.py 96e9ed72cac68cc4 unverified MIT (permissive)
FastSpeech 2: Fast and High-Quality End-to-End Text to Speech 8 Jun 2020 keonlee9420/Comprehensive-Transformer-TTS/model/transformers/transformer_fs2.py 8b3460ae89d120ba unverified MIT (permissive)
End-to-End Object Detection with Transformers 26 May 2020 clive819/Modified-DETR/models/detr.py 3e3613a79dc6d21d ran · metamorphic tier: deterministic fingerprinted no licence file found · pointer only
End-to-End Object Detection with Transformers 26 May 2020 alibaba/EasyCV/easycv/models/detection/detectors/detr/detr_transformer.py 526d67b8881712d6 ran Apache-2.0 (permissive)
Multimodal Transformer for Unaligned Multimodal Language Sequences 1 Jun 2019 kenford953/graphcage/src/CrossmodalTransformer.py b04b6b2fd212ab1a unverified no licence file found · pointer only
Multimodal Transformer for Unaligned Multimodal Language Sequences 1 Jun 2019 yaohungt/Multimodal-Transformer/src/models.py 9518e860e7fd09b2 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 AssafSinger94/sigmorphon-2020-inflection/src/transformer.py 24c45b3ce8fe00b9 ran · metamorphic tier: deterministic no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 enhuiz/torchnmt/torchnmt/networks/transformer.py aa82a87615f2df7e ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 JanAthmer/Compositional-generalization-capabillity-of-Transformer/models/transformer.py 77b7bfa892f25276 ran · metamorphic tier: deterministic MIT (permissive)
Attention Is All You Need 12 Jun 2017 cosmoquester/seq2seq/seq2seq/model.py 1558999453664ba0 ran MIT (permissive)
Attention Is All You Need 12 Jun 2017 Iwontbecreative/Abstractive-summarization-OpenNMT/onmt/modules/Transformer.py b0a0e6e6c4566c2f unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 reactive-systems/circuit-repair/ml2/models/transformer.py b258126cffa99758 unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 gooppe/transformer-summarization/nn/modules/transformer.py 40371c45b63eed0c unverified MIT (permissive)
Attention Is All You Need 12 Jun 2017 WenjieDu/PyPOTS/pypots/nn/modules/transformer/autoencoder.py 1aff7736e8206c95 unverified BSD-3-Clause (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".

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