Methods › General › Feedforward Networks › Linear Layer › Papers where code ran, page 35
Linear Layer
Papers archive 2025-07-28
archive papers tagged: 25,421 · with a code link: 11,479 · where Syntology ran a sample: 3,523 (2,976 with a run with no instrument failure, 547 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (3,523 of 25,421 tagged: 2,976 with a run with no instrument failure, 547 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 35 of 36: papers 3,401 to 3,500 of the 3,523 tagged papers where Syntology ran at least one harvested sample (2,976 with a run with no instrument failure, 547 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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Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification 30 Aug 2019 · 3 repositories · arXiv:1908.11860Syntology official: harvested, nothing ran · 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) · 1 unverified (of 7 harvested samples)
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Adaptively Sparse Transformers 30 Aug 2019 · 3 repositories · arXiv:1909.00015Syntology 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 (of 3 harvested samples)
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FinBERT: Financial Sentiment Analysis with Pre-trained Language Models 27 Aug 2019 · 3 repositories · arXiv:1908.10063Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks 27 Aug 2019 · 64 repositories · arXiv:1908.10084Syntology community repositories only · 33 ran (of which 9 constructed an object rather than computing a result; 30 with no instrument failure: 1 honoured, 0 violated, 29 with no contract checked; 3 where Syntology's instrument failed) · 25 unverified (of 58 harvested samples) · 11 pointer-only (licence)
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Patient Knowledge Distillation for BERT Model Compression 25 Aug 2019 · 5 repositories · arXiv:1908.09355Syntology community repositories only · 19 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 2 honoured, 1 violated, 10 with no contract checked; 6 where Syntology's instrument failed) · 8 unverified (of 27 harvested samples) · 27 pointer-only (licence)
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Well-Read Students Learn Better: On the Importance of Pre-training Compact Models 23 Aug 2019 · 40 repositories · arXiv:1908.08962Syntology community repositories only · 21 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 1 honoured, 0 violated, 15 with no contract checked; 5 where Syntology's instrument failed) · 11 unverified (of 32 harvested samples) · 4 pointer-only (licence)
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Text Summarization with Pretrained Encoders 22 Aug 2019 · 19 repositories · arXiv:1908.08345Syntology community repositories only · 13 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; 1 where Syntology's instrument failed) · 8 unverified (of 21 harvested samples) · 5 pointer-only (licence)
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Compositionality decomposed: how do neural networks generalise? 22 Aug 2019 · 1 repository · arXiv:1908.08351Syntology official (archive's flag): 6 ran · 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) · 1 unverified (of 7 harvested samples)
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VL-BERT: Pre-training of Generic Visual-Linguistic Representations 22 Aug 2019 · 3 repositories · arXiv:1908.08530Syntology 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 (of 1 harvested sample)
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Universal Adversarial Triggers for Attacking and Analyzing NLP 20 Aug 2019 · 1 repository · arXiv:1908.07125Syntology 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) · 0 unverified (of 3 harvested samples)
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Pix2Pose: Pixel-Wise Coordinate Regression of Objects for 6D Pose Estimation 20 Aug 2019 · 3 repositories · arXiv:1908.07433Syntology 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) · 4 unverified (of 8 harvested samples)
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LXMERT: Learning Cross-Modality Encoder Representations from Transformers 20 Aug 2019 · 9 repositories · arXiv:1908.07490Syntology community repositories only · 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) · 11 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (of 15 harvested samples) · 3 pointer-only (licence)
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CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text 16 Aug 2019 · 5 repositories · arXiv:1908.06177Syntology 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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TAPER: Time-Aware Patient EHR Representation 11 Aug 2019 · 2 repositories · arXiv:1908.03971Syntology official (archive's flag): 10 ran · 10 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; 1 where Syntology's instrument failed) · 2 unverified (of 12 harvested samples)
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VisualBERT: A Simple and Performant Baseline for Vision and Language 9 Aug 2019 · 10 repositories · arXiv:1908.03557Syntology 4 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; 2 where Syntology's instrument failed) · 5 unverified (of 9 harvested samples) · 6 pointer-only (licence)
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ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks 6 Aug 2019 · 11 repositories · arXiv:1908.02265Syntology 10 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; 2 where Syntology's instrument failed) · 24 unverified (of 34 harvested samples) · 34 pointer-only (licence)
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What BERT is not: Lessons from a new suite of psycholinguistic diagnostics for language models 31 Jul 2019 · 2 repositories · arXiv:1907.13528Syntology official (archive's flag): 4 ran · 5 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; 5 where Syntology's instrument failed) · 5 unverified (of 10 harvested samples) · 1 pointer-only (licence)
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Leveraging Pre-trained Checkpoints for Sequence Generation Tasks 29 Jul 2019 · 7 repositories · arXiv:1907.12461Syntology 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) · 0 unverified (of 6 harvested samples)
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Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment 27 Jul 2019 · 7 repositories · arXiv:1907.11932Syntology official: no sample here; runs from other or unrecorded repositories · 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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RoBERTa: A Robustly Optimized BERT Pretraining Approach 26 Jul 2019 · 67 repositories · arXiv:1907.11692Syntology community repositories only · 37 ran (of which 11 constructed an object rather than computing a result; 36 with no instrument failure: 0 honoured, 0 violated, 36 with no contract checked; 1 where Syntology's instrument failed) · 11 unverified (of 48 harvested samples) · 24 pointer-only (licence)
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SpanBERT: Improving Pre-training by Representing and Predicting Spans 24 Jul 2019 · 6 repositories · arXiv:1907.10529Syntology official (archive's flag): 2 ran · 9 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; 3 where Syntology's instrument failed) · 6 unverified (of 15 harvested samples) · 6 pointer-only (licence)
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Image-and-Spatial Transformer Networks for Structure-Guided Image Registration 22 Jul 2019 · 1 repository · arXiv:1907.09200Syntology 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) · 1 unverified (of 3 harvested samples)
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Incremental Transformer with Deliberation Decoder for Document Grounded Conversations 20 Jul 2019 · 2 repositories · arXiv:1907.08854Syntology 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 (of 1 harvested sample)
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Facebook FAIR's WMT19 News Translation Task Submission 15 Jul 2019 · 5 repositories · arXiv:1907.06616Syntology 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) · 2 unverified (of 9 harvested samples)
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R-Transformer: Recurrent Neural Network Enhanced Transformer 12 Jul 2019 · 2 repositories · arXiv:1907.05572Syntology 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 (of 2 harvested samples) · 2 pointer-only (licence)
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Large Memory Layers with Product Keys 10 Jul 2019 · 7 repositories · arXiv:1907.05242Syntology community repositories only · 4 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; 2 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 2 pointer-only (licence)
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Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation 4 Jul 2019 · 1 repository · arXiv:1907.02204Syntology 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 (of 1 harvested sample)
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Large Scale Adversarial Representation Learning 4 Jul 2019 · 4 repositories · arXiv:1907.02544Syntology 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 (of 3 harvested samples)
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Multimodal Transformer Networks for End-to-End Video-Grounded Dialogue Systems 2 Jul 2019 · 1 repository · arXiv:1907.01166Syntology 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) · 1 unverified (of 3 harvested samples) · 1 pointer-only (licence)
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Retrieving Sequential Information for Non-Autoregressive Neural Machine Translation 22 Jun 2019 · 2 repositories · arXiv:1906.09444Syntology official (archive's flag): 5 ran · 6 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; 1 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples)
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XLNet: Generalized Autoregressive Pretraining for Language Understanding 19 Jun 2019 · 27 repositories · arXiv:1906.08237Syntology official (archive's flag): 1 ran · 15 ran (of which 2 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 9 unverified (of 24 harvested samples) · 4 pointer-only (licence)
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Scheduled Sampling for Transformers 18 Jun 2019 · 1 repository · arXiv:1906.07651Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 1 pointer-only (licence)
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Image Captioning: Transforming Objects into Words 14 Jun 2019 · 4 repositories · arXiv:1906.05963Syntology official (archive's flag): 6 ran · 9 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; 5 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples) · 3 pointer-only (licence)
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A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning 14 Jun 2019 · 1 repository · arXiv:1906.06253Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Neural Arabic Question Answering 12 Jun 2019 · 1 repository · arXiv:1906.05394Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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A Multiscale Visualization of Attention in the Transformer Model 12 Jun 2019 · 3 repositories · arXiv:1906.05714Syntology community repositories only · 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 (of 3 harvested samples)
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Understanding and Improving Transformer From a Multi-Particle Dynamic System Point of View 6 Jun 2019 · 2 repositories · arXiv:1906.02762Syntology official (archive's flag): 9 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) · 1 unverified (of 10 harvested samples) · 1 pointer-only (licence)
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Syntactically Supervised Transformers for Faster Neural Machine Translation 6 Jun 2019 · 1 repository · arXiv:1906.02780Syntology official (archive's flag): 6 ran · 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) · 1 unverified (of 7 harvested samples)
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Learning Deep Transformer Models for Machine Translation 5 Jun 2019 · 2 repositories · arXiv:1906.01787Syntology official (archive's flag): 3 ran · 3 ran (of which 3 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; every one of the 3 samples that ran constructed an object rather than computing a result (of 3 harvested samples) · 3 pointer-only (licence)
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How multilingual is Multilingual BERT? 4 Jun 2019 · 3 repositories · arXiv:1906.01502Syntology 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) · 0 unverified (of 2 harvested samples) · 1 pointer-only (licence)
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Open Sesame: Getting Inside BERT's Linguistic Knowledge 4 Jun 2019 · 1 repository · arXiv:1906.01698Syntology official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 4 honoured, 0 violated, 6 with no contract checked; 3 where Syntology's instrument failed) · 5 unverified (of 18 harvested samples) · 7 pointer-only (licence)
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Pre-training of Graph Augmented Transformers for Medication Recommendation 2 Jun 2019 · 1 repository · arXiv:1906.00346Syntology official (archive's flag): 6 ran · 6 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; 1 where Syntology's instrument failed) · 3 unverified (of 9 harvested samples)
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Multimodal Transformer for Unaligned Multimodal Language Sequences 1 Jun 2019 · 4 repositories · arXiv:1906.00295Syntology official (archive's flag): 2 ran · 8 ran (of which 3 constructed an object rather than computing a result; 5 with no instrument failure: 3 honoured, 1 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (of 17 harvested samples) · 10 pointer-only (licence)
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Sequence Modeling of Temporal Credit Assignment for Episodic Reinforcement Learning 31 May 2019 · 1 repository · arXiv:1905.13420Syntology 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) · 3 pointer-only (licence)
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MultiQA: An Empirical Investigation of Generalization and Transfer in Reading Comprehension 31 May 2019 · 1 repository · arXiv:1905.13453Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Hierarchical Transformers for Multi-Document Summarization 30 May 2019 · 1 repository · arXiv:1905.13164Syntology official (archive's flag): 6 ran · 6 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; 1 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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Path-Augmented Graph Transformer Network 29 May 2019 · 2 repositories · arXiv:1905.12712Syntology official (archive's flag): 6 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 (of 8 harvested samples)
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A Generalized Framework of Sequence Generation with Application to Undirected Sequence Models 29 May 2019 · 1 repository · arXiv:1905.12790Syntology official (archive's flag): 2 ran · 3 ran (of which 2 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) · 0 unverified (of 3 harvested samples) · 1 pointer-only (licence)
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Putting An End to End-to-End: Gradient-Isolated Learning of Representations 28 May 2019 · 1 repository · arXiv:1905.11786Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Deeper Text Understanding for IR with Contextual Neural Language Modeling 22 May 2019 · 1 repository · arXiv:1905.09217Syntology official (archive's flag): 3 ran · 3 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; 2 where Syntology's instrument failed) · 4 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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FastSpeech: Fast, Robust and Controllable Text to Speech 22 May 2019 · 22 repositories · arXiv:1905.09263Syntology 10 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; 3 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples) · 3 pointer-only (licence)
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Enriching Pre-trained Language Model with Entity Information for Relation Classification 20 May 2019 · 6 repositories · arXiv:1905.08284Syntology 7 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; 3 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples)
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HellaSwag: Can a Machine Really Finish Your Sentence? 19 May 2019 · 2 repositories · arXiv:1905.07830Syntology 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 (of 6 harvested samples) · 4 pointer-only (licence)
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ERNIE: Enhanced Language Representation with Informative Entities 17 May 2019 · 2 repositories · arXiv:1905.07129Syntology official (archive's flag): 2 ran · 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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Behavior Sequence Transformer for E-commerce Recommendation in Alibaba 15 May 2019 · 9 repositories · arXiv:1905.06874Syntology 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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Cognitive Graph for Multi-Hop Reading Comprehension at Scale 14 May 2019 · 2 repositories · arXiv:1905.05460Syntology official (archive's flag): 5 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 2 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 1 pointer-only (licence)
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How to Fine-Tune BERT for Text Classification? 14 May 2019 · 15 repositories · arXiv:1905.05583Syntology official (archive's flag): 1 ran · 12 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; 5 where Syntology's instrument failed) · 6 unverified (of 18 harvested samples) · 5 pointer-only (licence)
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Style Transformer: Unpaired Text Style Transfer without Disentangled Latent Representation 14 May 2019 · 4 repositories · arXiv:1905.05621Syntology community repositories only · 3 ran (of which 2 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 (of 3 harvested samples) · 3 pointer-only (licence)
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AutoAssist: A Framework to Accelerate Training of Deep Neural Networks 8 May 2019 · 1 repository · arXiv:1905.03381Syntology 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 (of 2 harvested samples)
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Taming Pretrained Transformers for Extreme Multi-label Text Classification 7 May 2019 · 2 repositories · arXiv:1905.02331Syntology 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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Unsupervised Data Augmentation for Consistency Training 29 Apr 2019 · 20 repositories · arXiv:1904.12848Syntology official (archive's flag): 10 ran · 30 ran (of which 3 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 0 violated, 22 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (of 52 harvested samples) · 17 pointer-only (licence)
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Transformers with convolutional context for ASR 26 Apr 2019 · 4 repositories · arXiv:1904.11660Syntology 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) · 1 pointer-only (licence)
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Generating Long Sequences with Sparse Transformers 23 Apr 2019 · 7 repositories · arXiv:1904.10509Syntology community repositories only · 5 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; 1 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples)
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Attention Augmented Convolutional Networks 22 Apr 2019 · 14 repositories · arXiv:1904.09925Syntology 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) · 3 unverified (of 6 harvested samples) · 1 pointer-only (licence)
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Language Models with Transformers 20 Apr 2019 · 1 repository · arXiv:1904.09408Syntology 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 (of 2 harvested samples) · 2 pointer-only (licence)
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ERNIE: Enhanced Representation through Knowledge Integration 19 Apr 2019 · 19 repositories · arXiv:1904.09223Syntology community repositories only · 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) · 1 unverified (of 7 harvested samples)
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Mask-Predict: Parallel Decoding of Conditional Masked Language Models 19 Apr 2019 · 2 repositories · arXiv:1904.09324Syntology 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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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DocBERT: BERT for Document Classification 17 Apr 2019 · 3 repositories · arXiv:1904.08398Syntology official (archive's flag): 6 ran · 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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Improved Precision and Recall Metric for Assessing Generative Models 15 Apr 2019 · 10 repositories · arXiv:1904.06991Syntology official (archive's flag): 1 ran · 30 ran (of which 12 constructed an object rather than computing a result; 20 with no instrument failure: 5 honoured, 1 violated, 14 with no contract checked; 10 where Syntology's instrument failed) · 12 unverified (of 42 harvested samples) · 25 pointer-only (licence)
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CEDR: Contextualized Embeddings for Document Ranking 15 Apr 2019 · 7 repositories · arXiv:1904.07094Syntology official (archive's flag): 4 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) · 2 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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Rare Words: A Major Problem for Contextualized Embeddings And How to Fix it by Attentive Mimicking 14 Apr 2019 · 2 repositories · arXiv:1904.06707Syntology 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 (of 2 harvested samples) · 2 pointer-only (licence)
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Simple BERT Models for Relation Extraction and Semantic Role Labeling 10 Apr 2019 · 3 repositories · arXiv:1904.05255Syntology 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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Jointly Measuring Diversity and Quality in Text Generation Models 8 Apr 2019 · 3 repositories · arXiv:1904.03971Syntology official (archive's flag): 1 ran · 3 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; 1 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples) · 1 pointer-only (licence)
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Publicly Available Clinical BERT Embeddings 6 Apr 2019 · 3 repositories · arXiv:1904.03323Syntology official (archive's flag): 1 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 (of 2 harvested samples) · 2 pointer-only (licence)
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VideoBERT: A Joint Model for Video and Language Representation Learning 3 Apr 2019 · 3 repositories · arXiv:1904.01766Syntology 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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75 Languages, 1 Model: Parsing Universal Dependencies Universally 3 Apr 2019 · 3 repositories · arXiv:1904.02099Syntology official (archive's flag): 9 ran · 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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BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis 3 Apr 2019 · 1 repository · arXiv:1904.02232Syntology 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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Large Batch Optimization for Deep Learning: Training BERT in 76 minutes 1 Apr 2019 · 32 repositories · arXiv:1904.00962Syntology community repositories only · 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) · 5 unverified (of 11 harvested samples) · 9 pointer-only (licence)
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Regional Homogeneity: Towards Learning Transferable Universal Adversarial Perturbations Against Defenses 1 Apr 2019 · 1 repository · arXiv:1904.00979Syntology 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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Distilling Task-Specific Knowledge from BERT into Simple Neural Networks 28 Mar 2019 · 4 repositories · arXiv:1903.12136Syntology 9 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; 6 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples)
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Fine-tune BERT for Extractive Summarization 25 Mar 2019 · 12 repositories · arXiv:1903.10318Syntology community repositories only · 5 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; 1 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 1 pointer-only (licence)
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Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary Sentence 22 Mar 2019 · 8 repositories · arXiv:1903.09588Syntology official (archive's flag): 8 ran · 19 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 3 honoured, 0 violated, 12 with no contract checked; 4 where Syntology's instrument failed) · 8 unverified (of 27 harvested samples) · 9 pointer-only (licence)
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Communication-efficient distributed SGD with Sketching 12 Mar 2019 · 2 repositories · arXiv:1903.04488Syntology 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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BERT for Joint Intent Classification and Slot Filling 28 Feb 2019 · 16 repositories · arXiv:1902.10909Syntology 26 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 7 where Syntology's instrument failed) · 6 unverified (of 32 harvested samples) · 5 pointer-only (licence)
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Pretraining-Based Natural Language Generation for Text Summarization 25 Feb 2019 · 4 repositories · arXiv:1902.09243Syntology 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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BERT has a Mouth, and It Must Speak: BERT as a Markov Random Field Language Model 11 Feb 2019 · 13 repositories · arXiv:1902.04094Syntology official (archive's flag): 2 ran · 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 2 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 10 harvested samples) · 2 pointer-only (licence)
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End-to-End Open-Domain Question Answering with BERTserini 5 Feb 2019 · 1 repository · arXiv:1902.01718Syntology official (archive's flag): 8 ran · 8 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; 3 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples) · 3 pointer-only (licence)
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Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language Inference 4 Feb 2019 · 6 repositories · arXiv:1902.01007Syntology 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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A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization 4 Feb 2019 · 5 repositories · arXiv:1902.01069Syntology official (archive's flag): 3 ran · 21 ran (of which 1 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 2 violated, 1 with no contract checked; 16 where Syntology's instrument failed) · 15 unverified (of 36 harvested samples) · 33 pointer-only (licence)
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Parameter-Efficient Transfer Learning for NLP 2 Feb 2019 · 17 repositories · arXiv:1902.00751Syntology official: harvested, nothing ran · 14 ran (of which 3 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified (of 22 harvested samples) · 3 pointer-only (licence)
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Multi-Task Deep Neural Networks for Natural Language Understanding 31 Jan 2019 · 7 repositories · arXiv:1901.11504Syntology community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 1 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (of 13 harvested samples) · 4 pointer-only (licence)
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BioBERT: a pre-trained biomedical language representation model for biomedical text mining 25 Jan 2019 · 19 repositories · arXiv:1901.08746Syntology official: no sample here; runs from other or unrecorded repositories · 15 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 3 where Syntology's instrument failed) · 10 unverified (of 25 harvested samples) · 3 pointer-only (licence)
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A BERT Baseline for the Natural Questions 24 Jan 2019 · 3 repositories · arXiv:1901.08634Syntology 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) · 2 unverified (of 10 harvested samples)
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TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents 23 Jan 2019 · 23 repositories · arXiv:1901.08149Syntology 18 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 7 where Syntology's instrument failed) · 8 unverified (of 26 harvested samples) · 7 pointer-only (licence)
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Cross-lingual Language Model Pretraining 22 Jan 2019 · 17 repositories · arXiv:1901.07291Syntology 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 (of 7 harvested samples) · 1 pointer-only (licence)
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Assessing BERT's Syntactic Abilities 16 Jan 2019 · 3 repositories · arXiv:1901.05287Syntology 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) · 0 unverified (of 3 harvested samples)
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Passage Re-ranking with BERT 13 Jan 2019 · 6 repositories · arXiv:1901.04085Syntology official (archive's flag): 11 ran · 11 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; 2 where Syntology's instrument failed) · 2 unverified (of 13 harvested samples) · 2 pointer-only (licence)
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Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context 9 Jan 2019 · 37 repositories · arXiv:1901.02860Syntology 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 (of 143 harvested samples) · 43 pointer-only (licence)
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Multilingual Constituency Parsing with Self-Attention and Pre-Training 31 Dec 2018 · 4 repositories · arXiv:1812.11760Syntology official (archive's flag): 8 ran · 22 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 0 violated, 19 with no contract checked; 3 where Syntology's instrument failed) · 6 unverified (of 28 harvested samples) · 3 pointer-only (licence)
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Conditional BERT Contextual Augmentation 17 Dec 2018 · 5 repositories · arXiv:1812.06705Syntology 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)