Datasets › Penn Treebank › Papers where code ran, page 1

Penn Treebank

Papers archive 2025-07-28

papers with a benchmark row: 108 · with a code link: 93 · where Syntology ran a sample: 41 (34 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (41 of 108 with a benchmark row: 34 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 41 of the 41 papers with a benchmark row here where Syntology ran at least one harvested sample (34 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 1,006. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
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 3 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)