| Mega: Moving Average Equipped Gated Attention |
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21 Sep 2022 |
official (archive's flag): 3 ran · 12 ran (of which 6 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (11 pointer-only for licence) |
| BERT, mBERT, or BiBERT? A Study on Contextualized Embeddings for Neural Machine Translation |
2 |
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9 Sep 2021 |
official (archive's flag): 1 ran · 2 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence) |
| R-Drop: Regularized Dropout for Neural Networks |
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28 Jun 2021 |
community repositories only · 4 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified |
| ResMLP: Feedforward networks for image classification with data-efficient training |
19 |
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7 May 2021 |
community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified |
| Lessons on Parameter Sharing across Layers in Transformers |
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13 Apr 2021 |
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| Rethinking Perturbations in Encoder-Decoders for Fast Training |
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5 Apr 2021 |
official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence) |
| Mask Attention Networks: Rethinking and Strengthen Transformer |
1 |
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25 Mar 2021 |
2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified |
| Finetuning Pretrained Transformers into RNNs |
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24 Mar 2021 |
3 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (4 pointer-only for licence) |
| Incorporating a Local Translation Mechanism into Non-autoregressive Translation |
1 |
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12 Nov 2020 |
official (archive's flag): 3 ran · 3 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified |
| Very Deep Transformers for Neural Machine Translation |
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18 Aug 2020 |
community repositories only · 8 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence) |
| Multi-branch Attentive Transformer |
1 |
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18 Jun 2020 |
3 ran (of which 2 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence) |
| Language Models are Few-Shot Learners |
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28 May 2020 |
community repositories only · 45 ran (of which 0 constructed an object rather than computing a result; 40 with no instrument failure: 2 honoured, 1 violated, 37 with no contract checked; 5 where Syntology's instrument failed) · 20 unverified (7 pointer-only for licence) |
| Synthesizer: Rethinking Self-Attention in Transformer Models |
1 |
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2 May 2020 |
1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result |
| Understanding the Difficulty of Training Transformers |
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17 Apr 2020 |
official (archive's flag): 1 ran · 4 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified |
| Learning to Encode Position for Transformer with Continuous Dynamical Model |
1 |
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13 Mar 2020 |
3 ran (of which 2 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence) |
| Time-aware Large Kernel Convolutions |
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8 Feb 2020 |
official (archive's flag): 6 ran · 6 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence) |
| Data Diversification: A Simple Strategy For Neural Machine Translation |
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5 Nov 2019 |
official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence) |
| Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer |
57 |
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23 Oct 2019 |
21 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 1 honoured, 0 violated, 19 with no contract checked; 1 where Syntology's instrument failed) · 10 unverified |
| FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow |
2 |
10 |
5 Sep 2019 |
official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified |
| Adaptively Sparse Transformers |
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30 Aug 2019 |
official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified |
| Cross-lingual Language Model Pretraining |
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22 Jan 2019 |
5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence) |
| Unsupervised Neural Machine Translation with SMT as Posterior Regularization |
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14 Jan 2019 |
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified |
| Understanding Back-Translation at Scale |
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28 Aug 2018 |
community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified |
| Universal Transformers |
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10 Jul 2018 |
community repositories only · 17 ran (of which 8 constructed an object rather than computing a result; 17 with no instrument failure: 1 honoured, 0 violated, 16 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified (24 pointer-only for licence) |
| Accelerating Neural Transformer via an Average Attention Network |
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2 May 2018 |
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 12 unverified |
| Self-Attention with Relative Position Representations |
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6 Mar 2018 |
community repositories only · 13 ran (of which 4 constructed an object rather than computing a result; 8 with no instrument failure: 2 honoured, 0 violated, 6 with no contract checked; 5 where Syntology's instrument failed) · 10 unverified (3 pointer-only for licence) |
| Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative Refinement |
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19 Feb 2018 |
official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence) |
| Non-Autoregressive Neural Machine Translation |
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7 Nov 2017 |
official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence) |
| Weighted Transformer Network for Machine Translation |
5 |
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6 Nov 2017 |
2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence) |
| Unsupervised Neural Machine Translation |
2 |
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30 Oct 2017 |
official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence) |
| Simple Recurrent Units for Highly Parallelizable Recurrence |
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8 Sep 2017 |
community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified |
| Attention Is All You Need |
595 |
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12 Jun 2017 |
official: no sample here; runs from other or unrecorded repositories · 610 ran (of which 293 constructed an object rather than computing a result; 529 with no instrument failure: 45 honoured, 15 violated, 469 with no contract checked; 81 where Syntology's instrument failed) · 336 unverified (451 pointer-only for licence) |
| Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer |
4 |
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23 Jan 2017 |
4 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (6 pointer-only for licence) |
| Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation |
28 |
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26 Sep 2016 |
34 ran (of which 4 constructed an object rather than computing a result; 26 with no instrument failure: 1 honoured, 2 violated, 23 with no contract checked; 8 where Syntology's instrument failed) · 12 unverified (13 pointer-only for licence) |
| Sequence-Level Knowledge Distillation |
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25 Jun 2016 |
official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified |
| Effective Approaches to Attention-based Neural Machine Translation |
44 |
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17 Aug 2015 |
7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence) |
| Sequence to Sequence Learning with Neural Networks |
74 |
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10 Sep 2014 |
21 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 3 honoured, 0 violated, 10 with no contract checked; 8 where Syntology's instrument failed) · 4 unverified (9 pointer-only for licence) |
| Recurrent Neural Network Regularization |
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8 Sep 2014 |
community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (6 pointer-only for licence) |
| Neural Machine Translation by Jointly Learning to Align and Translate |
124 |
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1 Sep 2014 |
41 ran (of which 2 constructed an object rather than computing a result; 24 with no instrument failure: 4 honoured, 0 violated, 20 with no contract checked; 17 where Syntology's instrument failed) · 3 unverified (16 pointer-only for licence) |
| Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation |
42 |
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3 Jun 2014 |
13 ran (of which 6 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (14 pointer-only for licence) |