Methods › General › Regularization › Attention Dropout › Papers where code ran, page 12
Attention Dropout
Papers archive 2025-07-28
archive papers tagged: 10,892 · with a code link: 4,634 · where Syntology ran a sample: 1,270 (1,043 with a run with no instrument failure, 227 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (1,270 of 10,892 tagged: 1,043 with a run with no instrument failure, 227 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 12 of 13: papers 1,101 to 1,200 of the 1,270 tagged papers where Syntology ran at least one harvested sample (1,043 with a run with no instrument failure, 227 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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Contextualizing Hate Speech Classifiers with Post-hoc Explanation 5 May 2020 · 3 repositories · arXiv:2005.02439Syntology official (archive's flag): 2 ran · 10 ran (of which 2 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 4 where Syntology's instrument failed) · 8 unverified (of 18 harvested samples) · 2 pointer-only (licence)
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Code and Named Entity Recognition in StackOverflow 4 May 2020 · 2 repositories · arXiv:2005.01634Syntology official (archive's flag): 7 ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 3 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (of 13 harvested samples)
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Spying on your neighbors: Fine-grained probing of contextual embeddings for information about surrounding words 4 May 2020 · 0 repositories · arXiv:2005.01810Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Simplifying Paragraph-level Question Generation via Transformer Language Models 3 May 2020 · 4 repositories · arXiv:2005.01107Syntology 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) · 1 pointer-only (licence)
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Contrastive Self-Supervised Learning for Commonsense Reasoning 2 May 2020 · 3 repositories · arXiv:2005.00669Syntology official (archive's flag): 3 ran · 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) · 1 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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DeFormer: Decomposing Pre-trained Transformers for Faster Question Answering 2 May 2020 · 1 repository · arXiv:2005.00697Syntology official (archive's flag): 3 ran · 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)
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A Simple Language Model for Task-Oriented Dialogue 2 May 2020 · 1 repository · arXiv:2005.00796Syntology official (archive's flag): 13 ran · 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) · 1 unverified (of 14 harvested samples)
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SciREX: A Challenge Dataset for Document-Level Information Extraction 1 May 2020 · 1 repository · arXiv:2005.00512Syntology 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)
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POINTER: Constrained Progressive Text Generation via Insertion-based Generative Pre-training 1 May 2020 · 1 repository · arXiv:2005.00558Syntology official (archive's flag): 11 ran · 11 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; 5 where Syntology's instrument failed) · 7 unverified (of 18 harvested samples) · 1 pointer-only (licence)
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Clinical Reading Comprehension: A Thorough Analysis of the emrQA Dataset 1 May 2020 · 1 repository · arXiv:2005.00574Syntology official (archive's flag): 4 ran · 4 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; 4 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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Perturbed Masking: Parameter-free Probing for Analyzing and Interpreting BERT 30 Apr 2020 · 1 repository · arXiv:2004.14786Syntology official (archive's flag): 3 ran · 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 (of 4 harvested samples)
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PlotMachines: Outline-Conditioned Generation with Dynamic Plot State Tracking 30 Apr 2020 · 2 repositories · arXiv:2004.14967Syntology 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) · 6 unverified (of 11 harvested samples)
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Investigating Transferability in Pretrained Language Models 30 Apr 2020 · 1 repository · arXiv:2004.14975Syntology official: no sample here; runs from other or unrecorded repositories · 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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How do Decisions Emerge across Layers in Neural Models? Interpretation with Differentiable Masking 30 Apr 2020 · 2 repositories · arXiv:2004.14992Syntology official (archive's flag): 4 ran · 6 ran (of which 4 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) · 4 unverified (of 10 harvested samples)
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Revisiting Pre-Trained Models for Chinese Natural Language Processing 29 Apr 2020 · 6 repositories · arXiv:2004.13922Syntology community repositories only · 21 ran (of which 1 constructed an object rather than computing a result; 16 with no instrument failure: 3 honoured, 0 violated, 13 with no contract checked; 5 where Syntology's instrument failed) · 14 unverified (of 35 harvested samples) · 4 pointer-only (licence)
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Analysing Lexical Semantic Change with Contextualised Word Representations 29 Apr 2020 · 1 repository · arXiv:2004.14118Syntology official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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R³: Reverse, Retrieve, and Rank for Sarcasm Generation with Commonsense Knowledge 28 Apr 2020 · 1 repository · arXiv:2004.13248Syntology 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) · 4 pointer-only (licence)
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VD-BERT: A Unified Vision and Dialog Transformer with BERT 28 Apr 2020 · 1 repository · arXiv:2004.13278Syntology official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified (of 11 harvested samples)
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ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT 27 Apr 2020 · 9 repositories · arXiv:2004.12832Syntology 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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DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference 27 Apr 2020 · 3 repositories · arXiv:2004.12993Syntology official (archive's flag): 1 ran · 5 ran (of which 3 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) · 1 unverified (of 6 harvested samples) · 5 pointer-only (licence)
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Probabilistically Masked Language Model Capable of Autoregressive Generation in Arbitrary Word Order 24 Apr 2020 · 3 repositories · arXiv:2004.11579Syntology official (archive's flag): 15 ran · 21 ran (of which 1 constructed an object rather than computing a result; 12 with no instrument failure: 4 honoured, 3 violated, 5 with no contract checked; 9 where Syntology's instrument failed) · 14 unverified (of 35 harvested samples) · 29 pointer-only (licence)
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Syntactic Data Augmentation Increases Robustness to Inference Heuristics 24 Apr 2020 · 1 repository · arXiv:2004.11999Syntology 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)
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Self-Attention Attribution: Interpreting Information Interactions Inside Transformer 23 Apr 2020 · 2 repositories · arXiv:2004.11207Syntology 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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DIET: Lightweight Language Understanding for Dialogue Systems 21 Apr 2020 · 2 repositories · arXiv:2004.09936Syntology 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) · 2 unverified (of 3 harvested samples)
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BERT-ATTACK: Adversarial Attack Against BERT Using BERT 21 Apr 2020 · 4 repositories · arXiv:2004.09984Syntology official: no sample here; runs from other or unrecorded repositories · 2 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; 1 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Attention is Not Only a Weight: Analyzing Transformers with Vector Norms 21 Apr 2020 · 1 repository · arXiv:2004.10102Syntology official (archive's flag): 3 ran · 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 (of 4 harvested samples) · 4 pointer-only (licence)
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CheXbert: Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERT 20 Apr 2020 · 7 repositories · arXiv:2004.09167Syntology community repositories only · 15 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; 4 where Syntology's instrument failed) · 2 unverified (of 17 harvested samples) · 3 pointer-only (licence)
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MPNet: Masked and Permuted Pre-training for Language Understanding 20 Apr 2020 · 7 repositories · arXiv:2004.09297Syntology official (archive's flag): 2 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) · 6 pointer-only (licence)
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The Right Tool for the Job: Matching Model and Instance Complexities 16 Apr 2020 · 1 repository · arXiv:2004.07453Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples) · 2 pointer-only (licence)
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Cross-lingual Contextualized Topic Models with Zero-shot Learning 16 Apr 2020 · 2 repositories · arXiv:2004.07737Syntology official (archive's flag): 4 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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TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue 15 Apr 2020 · 1 repository · arXiv:2004.06871Syntology 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) · 9 unverified (of 13 harvested samples) · 13 pointer-only (licence)
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SPECTER: Document-level Representation Learning using Citation-informed Transformers 15 Apr 2020 · 5 repositories · arXiv:2004.07180Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Entities as Experts: Sparse Memory Access with Entity Supervision 15 Apr 2020 · 1 repository · arXiv:2004.07202Syntology 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) · 14 pointer-only (licence)
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What's so special about BERT's layers? A closer look at the NLP pipeline in monolingual and multilingual models 14 Apr 2020 · 2 repositories · arXiv:2004.06499Syntology 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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AMR Parsing via Graph-Sequence Iterative Inference 12 Apr 2020 · 3 repositories · arXiv:2004.05572Syntology official (archive's flag): 4 ran · 21 ran (of which 11 constructed an object rather than computing a result; 16 with no instrument failure: 1 honoured, 1 violated, 14 with no contract checked; 5 where Syntology's instrument failed) · 10 unverified (of 31 harvested samples) · 1 pointer-only (licence)
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VGCN-BERT: Augmenting BERT with Graph Embedding for Text Classification 12 Apr 2020 · 1 repository · arXiv:2004.05707Syntology official (archive's flag): 7 ran · 7 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; 2 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 2 pointer-only (licence)
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Longformer: The Long-Document Transformer 10 Apr 2020 · 22 repositories · arXiv:2004.05150Syntology official (archive's flag): 9 ran · 22 ran (of which 4 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 1 violated, 12 with no contract checked; 8 where Syntology's instrument failed) · 13 unverified (of 35 harvested samples) · 5 pointer-only (licence)
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BLEURT: Learning Robust Metrics for Text Generation 9 Apr 2020 · 4 repositories · arXiv:2004.04696Syntology 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) · 1 unverified (of 2 harvested samples) · 1 pointer-only (licence)
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On the Language Neutrality of Pre-trained Multilingual Representations 9 Apr 2020 · 1 repository · arXiv:2004.05160Syntology official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples)
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On the Effect of Dropping Layers of Pre-trained Transformer Models 8 Apr 2020 · 4 repositories · arXiv:2004.03844Syntology official (archive's flag): 5 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples) · 1 pointer-only (licence)
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Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence 8 Apr 2020 · 3 repositories · arXiv:2004.03974Syntology 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) · 0 unverified (of 1 harvested sample)
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DynaBERT: Dynamic BERT with Adaptive Width and Depth 8 Apr 2020 · 3 repositories · arXiv:2004.04037Syntology official (archive's flag): 5 ran · 5 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples) · 8 pointer-only (licence)
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Information-Theoretic Probing for Linguistic Structure 7 Apr 2020 · 1 repository · arXiv:2004.03061Syntology 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result (of 2 harvested samples)
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Are Natural Language Inference Models IMPPRESsive? Learning IMPlicature and PRESupposition 7 Apr 2020 · 1 repository · arXiv:2004.03066Syntology official: harvested, nothing 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) · 3 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases 7 Apr 2020 · 1 repository · arXiv:2004.03125Syntology 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) · 1 unverified (of 2 harvested samples)
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FastBERT: a Self-distilling BERT with Adaptive Inference Time 5 Apr 2020 · 3 repositories · arXiv:2004.02178Syntology community repositories only · 6 ran (of which 4 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) · 2 pointer-only (licence)
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Deep Entity Matching with Pre-Trained Language Models 1 Apr 2020 · 1 repository · arXiv:2004.00584Syntology 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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Abstractive Text Summarization based on Language Model Conditioning and Locality Modeling 29 Mar 2020 · 1 repository · arXiv:2003.13027Syntology 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, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
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BERT Fine-tuning For Arabic Text Summarization 29 Mar 2020 · 1 repository · arXiv:2004.14135Syntology 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, 1 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples) · 5 pointer-only (licence)
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ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators 23 Mar 2020 · 19 repositories · arXiv:2003.10555Syntology official: no sample here; runs from other or unrecorded repositories · 31 ran (of which 7 constructed an object rather than computing a result; 18 with no instrument failure: 2 honoured, 2 violated, 14 with no contract checked; 13 where Syntology's instrument failed) · 9 unverified (of 40 harvested samples) · 10 pointer-only (licence)
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Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity Linking 11 Mar 2020 · 1 repository · arXiv:2003.05473Syntology 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) · 0 unverified (of 4 harvested samples)
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Efficient Intent Detection with Dual Sentence Encoders 10 Mar 2020 · 5 repositories · arXiv:2003.04807Syntology 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)
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Data Augmentation using Pre-trained Transformer Models 4 Mar 2020 · 4 repositories · arXiv:2003.02245Syntology 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) · 3 unverified (of 9 harvested samples)
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jiant: A Software Toolkit for Research on General-Purpose Text Understanding Models 4 Mar 2020 · 6 repositories · arXiv:2003.02249Syntology official (archive's flag): 6 ran · 6 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples)
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Improving BERT Fine-Tuning via Self-Ensemble and Self-Distillation 24 Feb 2020 · 1 repository · arXiv:2002.10345Syntology 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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From English To Foreign Languages: Transferring Pre-trained Language Models 18 Feb 2020 · 1 repository · arXiv:2002.07306Syntology 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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UniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and Generation 15 Feb 2020 · 2 repositories · arXiv:2002.06353Syntology 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) · 3 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Training Large Neural Networks with Constant Memory using a New Execution Algorithm 13 Feb 2020 · 2 repositories · arXiv:2002.05645Syntology 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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Multilingual Alignment of Contextual Word Representations 10 Feb 2020 · 1 repository · arXiv:2002.03518Syntology 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 (of 3 harvested samples) · 3 pointer-only (licence)
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BERT-of-Theseus: Compressing BERT by Progressive Module Replacing 7 Feb 2020 · 2 repositories · arXiv:2002.02925Syntology official: harvested, nothing 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) · 4 unverified (of 5 harvested samples) · 1 pointer-only (licence)
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K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters 5 Feb 2020 · 2 repositories · arXiv:2002.01808Syntology 11 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 5 where Syntology's instrument failed) · 3 unverified (of 14 harvested samples) · 2 pointer-only (licence)
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PoWER-BERT: Accelerating BERT Inference via Progressive Word-vector Elimination 24 Jan 2020 · 1 repository · arXiv:2001.08950Syntology official (archive's flag): 3 ran · 3 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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RobBERT: a Dutch RoBERTa-based Language Model 17 Jan 2020 · 1 repository · arXiv:2001.06286Syntology 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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Stacked DeBERT: All Attention in Incomplete Data for Text Classification 1 Jan 2020 · 1 repository · arXiv:2001.00137Syntology 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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Explicit Sparse Transformer: Concentrated Attention Through Explicit Selection 25 Dec 2019 · 2 repositories · arXiv:1912.11637Syntology official: no sample here; runs from other or unrecorded repositories · 3 ran (of which 1 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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BERTje: A Dutch BERT Model 19 Dec 2019 · 2 repositories · arXiv:1912.09582Syntology official (archive's flag): 2 ran · 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)
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Automatically Neutralizing Subjective Bias in Text 21 Nov 2019 · 1 repository · arXiv:1911.09709Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 13 harvested samples)
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Distilling Knowledge Learned in BERT for Text Generation 10 Nov 2019 · 2 repositories · arXiv:1911.03829Syntology 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)
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RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers 10 Nov 2019 · 4 repositories · arXiv:1911.04942Syntology official (archive's flag): 5 ran · 5 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; 2 where Syntology's instrument failed) · 2 unverified (of 7 harvested samples) · 4 pointer-only (licence)
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ConveRT: Efficient and Accurate Conversational Representations from Transformers 9 Nov 2019 · 5 repositories · arXiv:1911.03688Syntology 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) · 1 unverified (of 9 harvested samples)
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Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs 7 Nov 2019 · 2 repositories · arXiv:1911.02707Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
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Unsupervised Cross-lingual Representation Learning at Scale 5 Nov 2019 · 35 repositories · arXiv:1911.02116Syntology official (archive's flag): 12 ran · 40 ran (of which 13 constructed an object rather than computing a result; 35 with no instrument failure: 4 honoured, 1 violated, 30 with no contract checked; 5 where Syntology's instrument failed) · 19 unverified (of 59 harvested samples) · 52 pointer-only (licence)
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Multi-Stage Document Ranking with BERT 31 Oct 2019 · 3 repositories · arXiv:1910.14424Syntology 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) · 1 unverified (of 5 harvested samples)
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Do Multi-hop Readers Dream of Reasoning Chains? 31 Oct 2019 · 1 repository · arXiv:1910.14520Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 1 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 11 harvested samples) · 2 pointer-only (licence)
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Masked Language Model Scoring 31 Oct 2019 · 6 repositories · arXiv:1910.14659Syntology official: no sample here; runs from other or unrecorded repositories · 10 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; 3 where Syntology's instrument failed) · 0 unverified (of 10 harvested samples) · 3 pointer-only (licence)
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Discourse-Aware Neural Extractive Text Summarization 30 Oct 2019 · 1 repository · arXiv:1910.14142Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples) · 1 pointer-only (licence)
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Inducing brain-relevant bias in natural language processing models 29 Oct 2019 · 1 repository · arXiv:1911.03268Syntology official (archive's flag): 2 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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Word-level Textual Adversarial Attacking as Combinatorial Optimization 27 Oct 2019 · 1 repository · arXiv:1910.12196Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
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On the Cross-lingual Transferability of Monolingual Representations 25 Oct 2019 · 7 repositories · arXiv:1910.11856Syntology 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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Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer 23 Oct 2019 · 57 repositories · arXiv:1910.10683Syntology 21 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 1 honoured, 0 violated, 19 with no contract checked; 1 where Syntology's instrument failed) · 10 unverified (of 31 harvested samples)
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MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension 22 Oct 2019 · 1 repository · arXiv:1910.09753Syntology 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)
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BERTRAM: Improved Word Embeddings Have Big Impact on Contextualized Model Performance 16 Oct 2019 · 1 repository · arXiv:1910.07181Syntology 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, 3 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Answering Complex Open-domain Questions Through Iterative Query Generation 15 Oct 2019 · 1 repository · arXiv:1910.07000Syntology 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, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Q8BERT: Quantized 8Bit BERT 14 Oct 2019 · 5 repositories · arXiv:1910.06188Syntology official (archive's flag): 5 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples) · 3 pointer-only (licence)
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vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations 12 Oct 2019 · 3 repositories · arXiv:1910.05453Syntology 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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Structured Pruning of Large Language Models 10 Oct 2019 · 2 repositories · arXiv:1910.04732Syntology community repositories only · 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (of 12 harvested samples) · 2 pointer-only (licence)
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BERT for Evidence Retrieval and Claim Verification 7 Oct 2019 · 2 repositories · arXiv:1910.02655Syntology 4 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; 4 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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ZeRO: Memory Optimizations Toward Training Trillion Parameter Models 4 Oct 2019 · 10 repositories · arXiv:1910.02054Syntology community repositories only · 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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Fine-grained Sentiment Classification using BERT 4 Oct 2019 · 1 repository · arXiv:1910.03474Syntology 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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DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter 2 Oct 2019 · 37 repositories · arXiv:1910.01108Syntology official (archive's flag): 1 ran · 21 ran (of which 5 constructed an object rather than computing a result; 13 with no instrument failure: 3 honoured, 1 violated, 9 with no contract checked; 8 where Syntology's instrument failed) · 6 unverified (of 27 harvested samples) · 2 pointer-only (licence)
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Linking artificial and human neural representations of language 2 Oct 2019 · 1 repository · arXiv:1910.01244Syntology 8 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; 4 where Syntology's instrument failed) · 3 unverified (of 11 harvested samples) · 3 pointer-only (licence)
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ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 · 48 repositories · arXiv:1909.11942Syntology official (archive's flag): 6 ran · 81 ran (of which 17 constructed an object rather than computing a result; 59 with no instrument failure: 4 honoured, 0 violated, 55 with no contract checked; 22 where Syntology's instrument failed) · 45 unverified (of 126 harvested samples) · 28 pointer-only (licence)
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Portuguese Named Entity Recognition using BERT-CRF 23 Sep 2019 · 1 repository · arXiv:1909.10649Syntology official (archive's flag): 3 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) · 3 pointer-only (licence)
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Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism 17 Sep 2019 · 10 repositories · arXiv:1909.08053Syntology community repositories only · 12 ran (of which 2 constructed an object rather than computing a result; 7 with no instrument failure: 4 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 35 unverified (of 47 harvested samples) · 15 pointer-only (licence)
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Tree Transformer: Integrating Tree Structures into Self-Attention 14 Sep 2019 · 3 repositories · arXiv:1909.06639Syntology community repositories only · 9 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; 2 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples) · 2 pointer-only (licence)
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Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering 13 Sep 2019 · 2 repositories · arXiv:1909.06356Syntology official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 2 honoured, 1 violated, 8 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (of 19 harvested samples) · 1 pointer-only (licence)
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UER: An Open-Source Toolkit for Pre-training Models 12 Sep 2019 · 2 repositories · arXiv:1909.05658Syntology 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) · 2 unverified (of 3 harvested samples)
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How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer Representations 11 Sep 2019 · 2 repositories · arXiv:1909.04925Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
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Span Selection Pre-training for Question Answering 9 Sep 2019 · 1 repository · arXiv:1909.04120Syntology 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) · 0 unverified (of 6 harvested samples)
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Entity, Relation, and Event Extraction with Contextualized Span Representations 8 Sep 2019 · 4 repositories · arXiv:1909.03546Syntology 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) · 2 unverified (of 7 harvested samples)