| DeepStruct: Pretraining of Language Models for Structure Prediction |
1 |
3 |
21 May 2022 |
official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 1 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence) |
| Learning Associative Inference Using Fast Weight Memory |
1 |
1 |
16 Nov 2020 |
official (archive's flag): 2 ran · 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) · 1 unverified |
| Strongly Incremental Constituency Parsing with Graph Neural Networks |
3 |
1 |
27 Oct 2020 |
official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 3 unverified |
| Improving Constituency Parsing with Span Attention |
1 |
1 |
15 Oct 2020 |
official (archive's flag): 1 ran · 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 |
| Fast and Accurate Neural CRF Constituency Parsing |
2 |
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9 Aug 2020 |
official (archive's flag): 1 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) · 0 unverified |
| Language Models are Few-Shot Learners |
67 |
1 |
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) |
| Efficient Second-Order TreeCRF for Neural Dependency Parsing |
2 |
1 |
3 May 2020 |
official (archive's flag): 2 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) · 1 unverified |
| Addressing Some Limitations of Transformers with Feedback Memory |
4 |
1 |
21 Feb 2020 |
official: no sample here; runs from other or unrecorded repositories · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence) |
| Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling |
1 |
4 |
14 Nov 2019 |
official (archive's flag): 4 ran · 4 ran (of which 0 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 |
| Rethinking Self-Attention: Towards Interpretability in Neural Parsing |
2 |
2 |
10 Nov 2019 |
official (archive's flag): 1 ran · 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) · 2 unverified (3 pointer-only for licence) |
| Deep Equilibrium Models |
11 |
1 |
3 Sep 2019 |
community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence) |
| R-Transformer: Recurrent Neural Network Enhanced Transformer |
2 |
2 |
12 Jul 2019 |
official (archive's flag): 2 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 (2 pointer-only for licence) |
| Head-Driven Phrase Structure Grammar Parsing on Penn Treebank |
1 |
3 |
5 Jul 2019 |
official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence) |
| Language Models with Transformers |
1 |
1 |
20 Apr 2019 |
official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence) |
| Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context |
37 |
1 |
9 Jan 2019 |
official (archive's flag): 8 ran · 67 ran (of which 37 constructed an object rather than computing a result; 49 with no instrument failure: 4 honoured, 1 violated, 44 with no contract checked; 18 where Syntology's instrument failed) · 76 unverified (43 pointer-only for licence) |
| Trellis Networks for Sequence Modeling |
1 |
2 |
15 Oct 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: 2 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence) |
| DARTS: Differentiable Architecture Search |
59 |
1 |
24 Jun 2018 |
official: harvested, nothing ran · 74 ran (of which 30 constructed an object rather than computing a result; 60 with no instrument failure: 9 honoured, 1 violated, 50 with no contract checked; 14 where Syntology's instrument failed) · 82 unverified (54 pointer-only for licence) |
| NCRF++: An Open-source Neural Sequence Labeling Toolkit |
3 |
2 |
14 Jun 2018 |
community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified |
| Sentence-State LSTM for Text Representation |
2 |
1 |
7 May 2018 |
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 (1 pointer-only for licence) |
| Constituency Parsing with a Self-Attentive Encoder |
5 |
1 |
2 May 2018 |
community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified |
| An Analysis of Neural Language Modeling at Multiple Scales |
12 |
2 |
22 Mar 2018 |
community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 2 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence) |
| Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN |
11 |
1 |
13 Mar 2018 |
community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence) |
| An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling |
35 |
3 |
4 Mar 2018 |
community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 1 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence) |
| Efficient Neural Architecture Search via Parameter Sharing |
28 |
1 |
9 Feb 2018 |
18 ran (of which 10 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 6 where Syntology's instrument failed) · 20 unverified (25 pointer-only for licence) |
| Breaking the Softmax Bottleneck: A High-Rank RNN Language Model |
9 |
2 |
10 Nov 2017 |
official (archive's flag): 2 ran · 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 11 unverified (1 pointer-only for licence) |
| Regularizing and Optimizing LSTM Language Models |
45 |
2 |
7 Aug 2017 |
community repositories only · 6 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; 4 where Syntology's instrument failed) · 1 unverified (7 pointer-only for licence) |
| Attention Is All You Need |
595 |
1 |
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) |
| Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks |
4 |
1 |
18 Mar 2017 |
official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified |
| Deep Biaffine Attention for Neural Dependency Parsing |
26 |
2 |
6 Nov 2016 |
14 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 1 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (2 pointer-only for licence) |
| Neural Architecture Search with Reinforcement Learning |
12 |
2 |
5 Nov 2016 |
community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence) |
| A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks |
2 |
1 |
5 Nov 2016 |
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 (1 pointer-only for licence) |
| HyperNetworks |
10 |
1 |
27 Sep 2016 |
3 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; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence) |
| Recurrent Highway Networks |
6 |
1 |
12 Jul 2016 |
official: harvested, nothing ran · 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) · 4 unverified |
| Multilingual Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Models and Auxiliary Loss |
3 |
1 |
19 Apr 2016 |
official (archive's flag): 1 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence) |
| Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations |
1 |
2 |
14 Mar 2016 |
official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified |
| End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF |
25 |
1 |
4 Mar 2016 |
24 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 2 honoured, 0 violated, 20 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence) |
| Recurrent Neural Network Grammars |
6 |
1 |
25 Feb 2016 |
official: no sample here; runs from other or unrecorded repositories · 8 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 5 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence) |
| A Theoretically Grounded Application of Dropout in Recurrent Neural Networks |
14 |
2 |
16 Dec 2015 |
3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified |
| Bidirectional LSTM-CRF Models for Sequence Tagging |
25 |
1 |
9 Aug 2015 |
8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified |
| Grammar as a Foreign Language |
7 |
1 |
23 Dec 2014 |
9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified |
| Recurrent Neural Network Regularization |
21 |
2 |
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) |