Methods › General › Activation Functions › Tanh Activation › Papers where code ran, page 4
Tanh Activation
Papers archive 2025-07-28
archive papers tagged: 6,333 · with a code link: 2,134 · where Syntology ran a sample: 386 (324 with a run with no instrument failure, 62 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (386 of 6,333 tagged: 324 with a run with no instrument failure, 62 where every run was a failure of Syntology's instrument)
Syntology We ran code from the paper's repository; we did not isolate this method inside it.
Page 4 of 4: papers 301 to 386 of the 386 tagged papers where Syntology ran at least one harvested sample (324 with a run with no instrument failure, 62 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.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “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”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line 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.
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SoPa: Bridging CNNs, RNNs, and Weighted Finite-State Machines 15 May 2018 · 2 repositories · arXiv:1805.06061Syntology official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples)
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Sharp Nearby, Fuzzy Far Away: How Neural Language Models Use Context 12 May 2018 · 1 repository · arXiv:1805.04623Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (of 11 harvested samples) · 1 pointer-only (licence)
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Sentence-State LSTM for Text Representation 7 May 2018 · 2 repositories · arXiv:1805.02474Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Chinese NER Using Lattice LSTM 5 May 2018 · 3 repositories · arXiv:1805.02023Syntology community repositories only · 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 (of 2 harvested samples) · 2 pointer-only (licence)
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Motion Planning Among Dynamic, Decision-Making Agents with Deep Reinforcement Learning 4 May 2018 · 6 repositories · arXiv:1805.01956Syntology community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples)
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Constituency Parsing with a Self-Attentive Encoder 2 May 2018 · 5 repositories · arXiv:1805.01052Syntology 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 (of 14 harvested samples)
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Neural-Davidsonian Semantic Proto-role Labeling 21 Apr 2018 · 1 repository · arXiv:1804.07976Syntology official (archive's flag): 2 ran · 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) · 0 unverified (of 2 harvested samples)
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PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning 17 Apr 2018 · 11 repositories · arXiv:1804.06300Syntology community repositories only · 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) · 0 unverified (of 7 harvested samples)
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Video2Shop: Exact Matching Clothes in Videos to Online Shopping Images 14 Apr 2018 · 2 repositories · arXiv:1804.05287Syntology 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) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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The unreasonable effectiveness of the forget gate 13 Apr 2018 · 1 repository · arXiv:1804.04849Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples)
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Graph2Seq: Graph to Sequence Learning with Attention-based Neural Networks 3 Apr 2018 · 4 repositories · arXiv:1804.00823Syntology official (archive's flag): 7 ran · 7 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; 0 where Syntology's instrument failed) · 3 unverified (of 10 harvested samples) · 4 pointer-only (licence)
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Long short-term memory and learning-to-learn in networks of spiking neurons 26 Mar 2018 · 2 repositories · arXiv:1803.09574Syntology 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) · 2 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Towards End-to-End Prosody Transfer for Expressive Speech Synthesis with Tacotron 24 Mar 2018 · 3 repositories · arXiv:1803.09047Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Style Tokens: Unsupervised Style Modeling, Control and Transfer in End-to-End Speech Synthesis 23 Mar 2018 · 11 repositories · arXiv:1803.09017Syntology 19 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 6 where Syntology's instrument failed) · 2 unverified (of 21 harvested samples) · 9 pointer-only (licence)
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Attention, Learn to Solve Routing Problems! 22 Mar 2018 · 15 repositories · arXiv:1803.08475Syntology official (archive's flag): 3 ran · 27 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 3 honoured, 0 violated, 17 with no contract checked; 7 where Syntology's instrument failed) · 13 unverified (of 40 harvested samples) · 5 pointer-only (licence)
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Learning Dynamic Memory Networks for Object Tracking 20 Mar 2018 · 1 repository · arXiv:1803.07268Syntology 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) · 6 unverified (of 7 harvested samples)
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Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN 13 Mar 2018 · 11 repositories · arXiv:1803.04831Syntology 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 (of 5 harvested samples) · 1 pointer-only (licence)
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Seq2Sick: Evaluating the Robustness of Sequence-to-Sequence Models with Adversarial Examples 3 Mar 2018 · 1 repository · arXiv:1803.01128Syntology official: harvested, nothing ran · 3 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; 2 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data 27 Feb 2018 · 3 repositories · arXiv:1802.10151Syntology 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 (of 3 harvested samples)
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Efficient Neural Audio Synthesis 23 Feb 2018 · 16 repositories · arXiv:1802.08435Syntology 3 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; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 1 pointer-only (licence)
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Spectral Normalization for Generative Adversarial Networks 16 Feb 2018 · 38 repositories · arXiv:1802.05957Syntology official: no sample here; runs from other or unrecorded repositories · 25 ran (of which 9 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 1 violated, 20 with no contract checked; 4 where Syntology's instrument failed) · 6 unverified (of 31 harvested samples) · 15 pointer-only (licence)
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Deep contextualized word representations 15 Feb 2018 · 46 repositories · arXiv:1802.05365Syntology 30 ran (of which 12 constructed an object rather than computing a result; 24 with no instrument failure: 2 honoured, 0 violated, 22 with no contract checked; 6 where Syntology's instrument failed) · 28 unverified (of 58 harvested samples) · 25 pointer-only (licence)
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Adversarial Audio Synthesis 12 Feb 2018 · 22 repositories · arXiv:1802.04208Syntology 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) · 2 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Deep Neural Networks for Bot Detection 12 Feb 2018 · 2 repositories · arXiv:1802.04289Syntology 2 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; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Efficient Neural Architecture Search via Parameter Sharing 9 Feb 2018 · 28 repositories · arXiv:1802.03268Syntology 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 (of 38 harvested samples) · 25 pointer-only (licence)
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IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures 5 Feb 2018 · 24 repositories · arXiv:1802.01561Syntology community repositories only · 16 ran (of which 6 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 1 violated, 8 with no contract checked; 6 where Syntology's instrument failed) · 18 unverified (of 34 harvested samples) · 3 pointer-only (licence)
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DeepWriting: Making Digital Ink Editable via Deep Generative Modeling 25 Jan 2018 · 1 repository · arXiv:1801.08379Syntology 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) · 0 unverified (of 1 harvested sample)
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Universal Language Model Fine-tuning for Text Classification 18 Jan 2018 · 66 repositories · arXiv:1801.06146Syntology 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) · 3 unverified (of 5 harvested samples) · 3 pointer-only (licence)
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Beyond Word Importance: Contextual Decomposition to Extract Interactions from LSTMs 16 Jan 2018 · 4 repositories · arXiv:1801.05453Syntology 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 (of 1 harvested sample)
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Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions 16 Dec 2017 · 33 repositories · arXiv:1712.05884Syntology 7 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; 5 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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Parallel-Data-Free Voice Conversion Using Cycle-Consistent Adversarial Networks 30 Nov 2017 · 9 repositories · arXiv:1711.11293Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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3D Anisotropic Hybrid Network: Transferring Convolutional Features from 2D Images to 3D Anisotropic Volumes 23 Nov 2017 · 1 repository · arXiv:1711.08580Syntology 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 (of 2 harvested samples) · 2 pointer-only (licence)
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Exploiting temporal information for 3D pose estimation 23 Nov 2017 · 1 repository · arXiv:1711.08585Syntology 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 (of 2 harvested samples) · 2 pointer-only (licence)
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Breaking the Softmax Bottleneck: A High-Rank RNN Language Model 10 Nov 2017 · 9 repositories · arXiv:1711.03953Syntology 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 (of 23 harvested samples) · 1 pointer-only (licence)
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Lip2AudSpec: Speech reconstruction from silent lip movements video 26 Oct 2017 · 1 repository · arXiv:1710.09798Syntology 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) · 0 unverified (of 1 harvested sample)
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SLING: A framework for frame semantic parsing 19 Oct 2017 · 2 repositories · arXiv:1710.07032Syntology official (archive's flag): 4 ran · 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 (of 5 harvested samples)
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To prune, or not to prune: exploring the efficacy of pruning for model compression 5 Oct 2017 · 4 repositories · arXiv:1710.01878Syntology 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 (of 2 harvested samples)
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Simple Recurrent Units for Highly Parallelizable Recurrence 8 Sep 2017 · 11 repositories · arXiv:1709.02755Syntology 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 (of 1 harvested sample)
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Regularizing and Optimizing LSTM Language Models 7 Aug 2017 · 45 repositories · arXiv:1708.02182Syntology 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 (of 7 harvested samples) · 7 pointer-only (licence)
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Learned in Translation: Contextualized Word Vectors 1 Aug 2017 · 5 repositories · arXiv:1708.00107Syntology community repositories only · 3 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; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 2 pointer-only (licence)
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Teacher-Student Curriculum Learning 1 Jul 2017 · 3 repositories · arXiv:1707.00183Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Explaining Recurrent Neural Network Predictions in Sentiment Analysis 22 Jun 2017 · 1 repository · arXiv:1706.07206Syntology 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) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Deep Learning for Precipitation Nowcasting: A Benchmark and A New Model 12 Jun 2017 · 4 repositories · arXiv:1706.03458Syntology 9 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; 8 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples) · 5 pointer-only (licence)
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Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks 30 Mar 2017 · 190 repositories · arXiv:1703.10593Syntology community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 17 unverified (of 31 harvested samples) · 6 pointer-only (licence)
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Tacotron: Towards End-to-End Speech Synthesis 29 Mar 2017 · 30 repositories · arXiv:1703.10135Syntology 16 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 3 honoured, 1 violated, 9 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (of 25 harvested samples) · 6 pointer-only (licence)
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Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling 14 Mar 2017 · 2 repositories · arXiv:1703.04826Syntology 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) · 3 unverified (of 7 harvested samples)
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Machine Learning on Sequential Data Using a Recurrent Weighted Average 3 Mar 2017 · 2 repositories · arXiv:1703.01253Syntology community repositories only · 6 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; 5 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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Bilateral Multi-Perspective Matching for Natural Language Sentences 13 Feb 2017 · 10 repositories · arXiv:1702.03814Syntology 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) · 3 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer 23 Jan 2017 · 4 repositories · arXiv:1701.06538Syntology 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 (of 6 harvested samples) · 6 pointer-only (licence)
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Predicting Human Eye Fixations via an LSTM-based Saliency Attentive Model 29 Nov 2016 · 2 repositories · arXiv:1611.09571Syntology official (archive's flag): 3 ran · 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) · 2 unverified (of 11 harvested samples) · 1 pointer-only (licence)
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Learning Python Code Suggestion with a Sparse Pointer Network 24 Nov 2016 · 5 repositories · arXiv:1611.08307Syntology official (archive's flag): 3 ran · 7 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; 4 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples)
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Temporal Generative Adversarial Nets with Singular Value Clipping 21 Nov 2016 · 4 repositories · arXiv:1611.06624Syntology 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 (of 3 harvested samples)
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Quasi-Recurrent Neural Networks 5 Nov 2016 · 7 repositories · arXiv:1611.01576Syntology 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 (of 1 harvested sample)
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Pointer Sentinel Mixture Models 26 Sep 2016 · 10 repositories · arXiv:1609.07843Syntology 3 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; 1 where Syntology's instrument failed) · 6 unverified (of 9 harvested samples) · 1 pointer-only (licence)
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Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation 26 Sep 2016 · 28 repositories · arXiv:1609.08144Syntology 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 (of 46 harvested samples) · 13 pointer-only (licence)
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Making Deep Neural Networks Robust to Label Noise: a Loss Correction Approach 13 Sep 2016 · 2 repositories · arXiv:1609.03683Syntology 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 (of 2 harvested samples) · 2 pointer-only (licence)
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Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling 6 Sep 2016 · 6 repositories · arXiv:1609.01454Syntology 4 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; 2 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 2 pointer-only (licence)
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Recurrent Highway Networks 12 Jul 2016 · 6 repositories · arXiv:1607.03474Syntology 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 (of 5 harvested samples)
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Conditional Image Generation with PixelCNN Decoders 16 Jun 2016 · 14 repositories · arXiv:1606.05328Syntology 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (of 14 harvested samples) · 3 pointer-only (licence)
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InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets 12 Jun 2016 · 38 repositories · arXiv:1606.03657Syntology 5 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; 4 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples)
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Sequence-to-Sequence Learning as Beam-Search Optimization 9 Jun 2016 · 6 repositories · arXiv:1606.02960Syntology community repositories only · 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 (of 8 harvested samples)
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Aspect Level Sentiment Classification with Deep Memory Network 28 May 2016 · 8 repositories · arXiv:1605.08900Syntology 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) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Data Programming: Creating Large Training Sets, Quickly 25 May 2016 · 4 repositories · arXiv:1605.07723Syntology 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples)
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Programming with a Differentiable Forth Interpreter 21 May 2016 · 1 repository · arXiv:1605.06640Syntology 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) · 3 unverified (of 12 harvested samples)
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Recurrent Batch Normalization 30 Mar 2016 · 3 repositories · arXiv:1603.09025Syntology 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 (of 2 harvested samples)
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Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations 14 Mar 2016 · 1 repository · arXiv:1603.04351Syntology 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 (of 7 harvested samples)
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End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF 4 Mar 2016 · 25 repositories · arXiv:1603.01354Syntology 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 (of 24 harvested samples) · 3 pointer-only (licence)
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Asynchronous Methods for Deep Reinforcement Learning 4 Feb 2016 · 70 repositories · arXiv:1602.01783Syntology 60 ran (of which 20 constructed an object rather than computing a result; 51 with no instrument failure: 2 honoured, 1 violated, 48 with no contract checked; 9 where Syntology's instrument failed) · 35 unverified (of 95 harvested samples) · 20 pointer-only (licence)
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Pixel Recurrent Neural Networks 25 Jan 2016 · 20 repositories · arXiv:1601.06759Syntology 19 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; 2 where Syntology's instrument failed) · 10 unverified (of 29 harvested samples) · 18 pointer-only (licence)
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Learning Natural Language Inference with LSTM 30 Dec 2015 · 4 repositories · arXiv:1512.08849Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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A Theoretically Grounded Application of Dropout in Recurrent Neural Networks 16 Dec 2015 · 14 repositories · arXiv:1512.05287Syntology 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 (of 3 harvested samples)
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Effective LSTMs for Target-Dependent Sentiment Classification 3 Dec 2015 · 10 repositories · arXiv:1512.01100Syntology 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) · 2 unverified (of 3 harvested samples)
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Named Entity Recognition with Bidirectional LSTM-CNNs 26 Nov 2015 · 14 repositories · arXiv:1511.08308Syntology 9 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; 2 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples) · 4 pointer-only (licence)
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Bidirectional LSTM-CRF Models for Sequence Tagging 9 Aug 2015 · 25 repositories · arXiv:1508.01991Syntology 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 (of 8 harvested samples)
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Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems 7 Aug 2015 · 2 repositories · arXiv:1508.01745Syntology 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 4 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples) · 3 pointer-only (licence)
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Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting 13 Jun 2015 · 23 repositories · arXiv:1506.04214Syntology 2 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; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 2 pointer-only (licence)
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Teaching Machines to Read and Comprehend 10 Jun 2015 · 12 repositories · arXiv:1506.03340Syntology community repositories only · 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 (of 2 harvested samples)
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Pointer Networks 9 Jun 2015 · 21 repositories · arXiv:1506.03134Syntology 18 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 3 honoured, 1 violated, 9 with no contract checked; 5 where Syntology's instrument failed) · 5 unverified (of 23 harvested samples) · 9 pointer-only (licence)
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Transition-Based Dependency Parsing with Stack Long Short-Term Memory 29 May 2015 · 7 repositories · arXiv:1505.08075Syntology community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (of 14 harvested samples)
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Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks 28 Feb 2015 · 16 repositories · arXiv:1503.00075Syntology community repositories only · 12 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 6 where Syntology's instrument failed) · 3 unverified (of 15 harvested samples) · 6 pointer-only (licence)
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Unsupervised Learning of Video Representations using LSTMs 16 Feb 2015 · 12 repositories · arXiv:1502.04681Syntology official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 2 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 2 pointer-only (licence)
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Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling 11 Dec 2014 · 14 repositories · arXiv:1412.3555Syntology community repositories only · 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 (of 3 harvested samples)
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Neural Turing Machines 20 Oct 2014 · 34 repositories · arXiv:1410.5401Syntology 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 2 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples) · 2 pointer-only (licence)
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Learning to Execute 17 Oct 2014 · 6 repositories · arXiv:1410.4615Syntology 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) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Sequence to Sequence Learning with Neural Networks 10 Sep 2014 · 74 repositories · arXiv:1409.3215Syntology 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 (of 25 harvested samples) · 9 pointer-only (licence)
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Neural Machine Translation by Jointly Learning to Align and Translate 1 Sep 2014 · 124 repositories · arXiv:1409.0473Syntology 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 (of 44 harvested samples) · 16 pointer-only (licence)