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masked_softmax

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

masked_softmax appears in the code Syntology harvested for 51 papers, as 41 distinct code bodies found in 52 places (a place is one code body under one paper). At least one of them ran in 20 of the papers; 14 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 masked_softmax 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 17 of the 41 distinct code bodies named masked_softmax; 24 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
3ran · violated contract
8ran · our draft was wrong
4ran · fixture could not drive it
2ran
24unverified
14fingerprinted

Licence is a property of each copy, so it is counted per place: 12 of the 52 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

51 papers shown of 51, newest first; 52 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; 7 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
Unlocking High-Fidelity Molecular Generation from Mass Spectra via Dual-Stream Line Graph Diffusion added by Syntology 2026-05 (from id) du-lab-data-science/DualLGD/src/models/duallgd_transformer.py bab87e7f0fea40be unverified MIT (permissive)
DeepHalo: A Neural Choice Model with Controllable Context Effects added by Syntology 2026-01 (from id) Asimov-Chuang/DeepHalo/DeepHalo-Code/Model/FeatureBased.py 23af8026d059695b ran · our draft was wrong fingerprinted no licence file found · pointer only
arXiv:2506.15725 2025-06 (from id) mninniri/GrIDDD/griddd/models/layers.py bf2f7b4a49919a18 unverified no licence file found · pointer only
Generative Modelling of Structurally Constrained Graphs 25 Jun 2024 manuelmlmadeira/ConStruct/ConStruct/models/layers.py 1717b7476aced94e unverified MIT (permissive)
Let Silence Speak: Enhancing Fake News Detection with Generated Comments from Large Language Models 26 May 2024 ICTMCG/GenFEND/GenFEND_release_ch/models/coattention.py 695fcc35ef9c734a ran fingerprinted no licence file found · pointer only
Discrete-state Continuous-time Diffusion for Graph Generation 19 May 2024 pricexu/disco/digress_models.py 1717b7476aced94e unverified no licence file found · pointer only
Discrete-state Continuous-time Diffusion for Graph Generation 19 May 2024 pricexu/disco/models.py dfdb772a9ed383b3 unverified no licence file found · pointer only
LLMem: Estimating GPU Memory Usage for Fine-Tuning Pre-Trained LLMs 16 Apr 2024 taehokim20/llmem/real_models/modeling_gpt_bigcode.py 49334501abd461a4 ran MIT (permissive)
CodeS: Towards Building Open-source Language Models for Text-to-SQL 26 Feb 2024 ruckbreasoning/codes/modeling_gpt_bigcode.py 49334501abd461a4 ran Apache-2.0 (permissive)
Graph Diffusion Policy Optimization 26 Feb 2024 sail-sg/gdpo/model/layers.py 1717b7476aced94e unverified no licence file found · pointer only
GridFormer: Point-Grid Transformer for Surface Reconstruction 4 Jan 2024 list17/GridFormer/src/transformer.py 240db2e22154b1de ran · fixture could not drive it fingerprinted MIT (permissive)
Hierarchical Cross-entropy Loss for Classification of Astrophysical Transients 2023-12 (from id) villrv/hxe-for-tda/hxetda/hxetda.py d2b7df2f7dde0879 ran · our draft was wrong fingerprinted no licence file found · pointer only
SNAP: Self-Supervised Neural Maps for Visual Positioning and Semantic Understanding 8 Jun 2023 google-research/snap/snap/models/layers.py ee3edbe8686ce0eb unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
All Points Matter: Entropy-Regularized Distribution Alignment for Weakly-supervised 3D Segmentation 25 May 2023 LiyaoTang/ERDA/models/head.py 72be9593f760bb29 ran · fixture could not drive it fingerprinted MIT (permissive)
MiDi: Mixed Graph and 3D Denoising Diffusion for Molecule Generation 17 Feb 2023 cvignac/midi/midi/models/layers.py 35df91e0cf6e7565 unverified MIT (permissive)
Rationale-Guided Few-Shot Classification to Detect Abusive Language 30 Nov 2022 punyajoy/rgfs_ecai/Model_code/models.py 590b22f923c9c19f ran · our draft was wrong fingerprinted MIT (permissive)
Deep Bidirectional Language-Knowledge Graph Pretraining 17 Oct 2022 michiyasunaga/dragon/utils/layers.py 3841430a72ff67fa unverified Apache-2.0 (permissive)
Predicting Cellular Responses with Variational Causal Inference and Refined Relational Information 30 Sep 2022 yulun-rayn/graphvci/gvci/utils/math_utils.py 2ab83f2cccffb9d2 unverified MIT recorded; this copy not marked cleared · pointer only
DiGress: Discrete Denoising diffusion for graph generation 29 Sep 2022 xinyangATK/GraphBetaDiffusion/src/diffusion_model_discrete.py 1717b7476aced94e unverified MIT (permissive)
Everyone's Preference Changes Differently: Weighted Multi-Interest Retrieval Model 14 Jul 2022 shihui2010/mip/modules/named_models.py 27a750666daf5a7f ran · our draft was wrong fingerprinted MIT (permissive)
Benchmarking Constraint Inference in Inverse Reinforcement Learning 20 Jun 2022 guiliang/cirl-benchmarks-public/utils/model_utils.py e5002de1b930b693 ran · our draft was wrong fingerprinted BSD-3-Clause (permissive)
Data-Efficient Graph Grammar Learning for Molecular Generation 15 Mar 2022 gmh14/data_efficient_grammar/private/grammar.py fd360cf9f53416f8 ran · violated contract fingerprinted MIT (permissive)
Probing Linguistic Information For Logical Inference In Pre-trained Language Models 3 Dec 2021 eric11eca/inference-information-probing/jiant/ext/allennlp.py 16cde5ff8ae0a586 unverified MIT (permissive)
Beyond Low-pass Filtering: Graph Convolutional Networks with Automatic Filtering 10 Jul 2021 nnzhan/AutoGCN/layers/diffpool_layer.py cb40a71b77523a41 unverified MIT (permissive)
Learn to Resolve Conversational Dependency: A Consistency Training Framework for Conversational Question Answering 22 Jun 2021 dmis-lab/excord/excord.py 971291e2c5ef552b ran · fixture could not drive it fingerprinted MIT (permissive)
Collaborative Graph Learning with Auxiliary Text for Temporal Event Prediction in Healthcare 16 May 2021 LuChang-CS/CGL/models/model.py 641734132235e418 ran · violated contract fingerprinted MIT (permissive)
Do Feature Attribution Methods Correctly Attribute Features? 27 Apr 2021 YilunZhou/feature-attribution-evaluation/text_rationale_attention/attention_model.py 79d2a0642224e83f ran · our draft was wrong MIT (permissive)
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering 13 Apr 2021 michiyasunaga/qagnn/utils/layers.py 3841430a72ff67fa unverified MIT (permissive)
SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes 8 Apr 2021 xuchen-ethz/SNARF/lib/model/helpers.py 1a68f2ff6472e1fc unverified MIT (permissive)
Permutationless Many-Jet Event Reconstruction with Symmetry Preserving Attention Networks 19 Oct 2020 Alexanders101/SPA_Net_Code_Release/ttbar/network/network_utils.py fbf7faec8c0cfd7c unverified BSD-3-Clause (permissive)
Counterfactually-Augmented SNLI Training Data Does Not Yield Better Generalization Than Unaugmented Data 9 Oct 2020 nyu-mll/CNLI-generalization/jiant/jiant/ext/allennlp.py 16cde5ff8ae0a586 unverified MIT (permissive)
ALFWorld: Aligning Text and Embodied Environments for Interactive Learning 8 Oct 2020 alfworld/alfworld/alfworld/agents/modules/model.py e5002de1b930b693 ran · our draft was wrong fingerprinted MIT (permissive)
VectorNet: Encoding HD Maps and Agent Dynamics from Vectorized Representation 8 May 2020 xk-huang/yet-another-vectornet/modeling/selfatten.py 418336fe652715b1 unverified Apache-2.0 (permissive)
CLOSURE: Assessing Systematic Generalization of CLEVR Models 12 Dec 2019 raeidsaqur/mgn/mgn/models/graph_matcher.py 7ef9429bb1707360 unverified MIT (permissive)
Interactive Language Learning by Question Answering 28 Aug 2019 xingdi-eric-yuan/qait_public/layers.py e5002de1b930b693 ran · our draft was wrong fingerprinted MIT (permissive)
MultiWOZ 2.1: A Consolidated Multi-Domain Dialogue Dataset with State Corrections and State Tracking Baselines 2 Jul 2019 MoxinC/DST-SC/util/util.py 8db652fb900d6256 unverified MIT (permissive)
Attention is not Explanation 26 Feb 2019 sarahwie/attention/model/modules/Attention.py fbe8aa7e071baf62 ran · fixture could not drive it GPL-3.0 (copyleft) · pointer only
Fake News Detection on Social Media using Geometric Deep Learning 10 Feb 2019 npurg/faknow/faknow/model/layers/transformer.py d585b0b52e8e6a84 unverified MIT (permissive)
Glyce: Glyph-vectors for Chinese Character Representations 29 Jan 2019 ShannonAI/glyce/glyce/glyph_cnn_models/self_attention.py 14797096cd0b979b unverified Apache-2.0 (permissive)
An Empirical Model of Large-Batch Training 14 Dec 2018 davidandym/task-conflict-in-text-to-text-learners/src/models/canonical_heads.py 854be3983683cc44 unverified MIT (permissive)
Breaking NLI Systems with Sentences that Require Simple Lexical Inferences 6 May 2018 coetaur0/ESIM/esim/utils.py 9a7c5b85431b6c93 unverified Apache-2.0 (permissive)
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding 20 Apr 2018 jsalt18-sentence-repl/jiant/jiant/ext/allennlp.py 16cde5ff8ae0a586 unverified MIT (permissive)
Bidirectional Attention Flow for Machine Comprehension 5 Nov 2016 ghus75/Question_Answering/code/modules.py 591485e987c9ea09 unverified Apache-2.0 (permissive)
Categorical Reparameterization with Gumbel-Softmax 3 Nov 2016 chijames/gst/model/basic.py c8b051f5575732d3 ran · our draft was wrong fingerprinted no licence file found · pointer only
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation 26 Sep 2016 psunlpgroup/xsemplr/model/seq2seqPTR/src/ptrbert.py 42fb56ded96dd10a ran · our draft was wrong fingerprinted MIT (permissive)
A large annotated corpus for learning natural language inference 21 Aug 2015 songyang0716/NLP/natural_language_inference/ESIM/model.py 926924e03e1d1969 ran · violated contract fingerprinted no licence file found · pointer only
arXiv:ijcai2024_0790 CGCL-codes/CausalNET/model/transformer/Modules.py 44806e5ecf162655 unverified MIT (permissive)
arXiv:aaai_29850 ozyyshr/FocalReasoner/modeling_roberta_debug.py 6c63f3823923838f unverified MIT (permissive)
arXiv:aaai_26578 mlvlab/QAT/utils/layers.py 9817d48b7e5f1a76 unverified MIT (permissive)
arXiv:aaai_21674 jsonW0/StrokeOrderEmbeddings/glyce/glyce/glyph_cnn_models/self_attention.py 14797096cd0b979b unverified Apache-2.0 (permissive)
arXiv:2022.findings-naacl.131 RUCAIBox/SAFE/utils/layers.py 3841430a72ff67fa unverified MIT (permissive)
arXiv:2022.acl-long.35 tjunlp-lab/KaFSP/ED/EDutils.py 601ac51cdc627d78 unverified 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".

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