Methods › General › Normalization › Layer Normalization › Papers where code ran, page 34
Layer Normalization
Papers archive 2025-07-28
archive papers tagged: 24,980 · with a code link: 11,273 · where Syntology ran a sample: 3,471 (2,923 with a run with no instrument failure, 548 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (3,471 of 24,980 tagged: 2,923 with a run with no instrument failure, 548 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 34 of 35: papers 3,301 to 3,400 of the 3,471 tagged papers where Syntology ran at least one harvested sample (2,923 with a run with no instrument failure, 548 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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Fast Transformer Decoding: One Write-Head is All You Need 6 Nov 2019 · 4 repositories · arXiv:1911.02150Syntology 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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CoKE: Contextualized Knowledge Graph Embedding 6 Nov 2019 · 3 repositories · arXiv:1911.02168Syntology 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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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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DialoGPT: Large-Scale Generative Pre-training for Conversational Response Generation 1 Nov 2019 · 6 repositories · arXiv:1911.00536Syntology community repositories only · 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) · 6 unverified (of 12 harvested samples) · 12 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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An Adaptive and Momental Bound Method for Stochastic Learning 27 Oct 2019 · 2 repositories · arXiv:1910.12249Syntology 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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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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Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders 25 Oct 2019 · 7 repositories · arXiv:1910.12638Syntology 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) · 3 unverified (of 11 harvested samples) · 1 pointer-only (licence)
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ESPnet-TTS: Unified, Reproducible, and Integratable Open Source End-to-End Text-to-Speech Toolkit 24 Oct 2019 · 3 repositories · arXiv:1910.10909Syntology official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 1 pointer-only (licence)
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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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Complex Transformer: A Framework for Modeling Complex-Valued Sequence 22 Oct 2019 · 1 repository · arXiv:1910.10202Syntology official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 1 unverified (of 5 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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Enhancing the Transformer with Explicit Relational Encoding for Math Problem Solving 15 Oct 2019 · 3 repositories · arXiv:1910.06611Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 11 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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Transformers without Tears: Improving the Normalization of Self-Attention 14 Oct 2019 · 5 repositories · arXiv:1910.05895Syntology 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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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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Stabilizing Transformers for Reinforcement Learning 13 Oct 2019 · 5 repositories · arXiv:1910.06764Syntology 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 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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HuggingFace's Transformers: State-of-the-art Natural Language Processing 9 Oct 2019 · 9 repositories · arXiv:1910.03771Syntology 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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On the adequacy of untuned warmup for adaptive optimization 9 Oct 2019 · 1 repository · arXiv:1910.04209Syntology 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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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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Universal Graph Transformer Self-Attention Networks 26 Sep 2019 · 1 repository · arXiv:1909.11855Syntology official (archive's flag): 4 ran · 4 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; 2 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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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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Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations 24 Sep 2019 · 1 repository · arXiv:1909.10681Syntology 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) · 3 pointer-only (licence)
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Unified Vision-Language Pre-Training for Image Captioning and VQA 24 Sep 2019 · 3 repositories · arXiv:1909.11059Syntology official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (of 14 harvested samples) · 14 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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CTRL: A Conditional Transformer Language Model for Controllable Generation 11 Sep 2019 · 8 repositories · arXiv:1909.05858Syntology 14 ran (of which 3 constructed an object rather than computing a result; 11 with no instrument failure: 3 honoured, 1 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 14 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)
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On Extractive and Abstractive Neural Document Summarization with Transformer Language Models 7 Sep 2019 · 1 repository · arXiv:1909.03186Syntology 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) · 5 unverified (of 6 harvested samples)
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KG-BERT: BERT for Knowledge Graph Completion 7 Sep 2019 · 3 repositories · arXiv:1909.03193Syntology 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) · 1 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Semantics-aware BERT for Language Understanding 5 Sep 2019 · 1 repository · arXiv:1909.02209Syntology official (archive's flag): 7 ran · 7 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; 2 where Syntology's instrument failed) · 5 unverified (of 12 harvested samples) · 3 pointer-only (licence)
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Effective Use of Transformer Networks for Entity Tracking 5 Sep 2019 · 1 repository · arXiv:1909.02635Syntology official (archive's flag): 1 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) · 2 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Encode, Tag, Realize: High-Precision Text Editing 3 Sep 2019 · 5 repositories · arXiv:1909.01187Syntology official (archive's flag): 5 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 11 harvested samples) · 1 pointer-only (licence)
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Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations 31 Aug 2019 · 2 repositories · arXiv:1909.00142Syntology 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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Humor Detection: A Transformer Gets the Last Laugh 31 Aug 2019 · 2 repositories · arXiv:1909.00252Syntology official (archive's flag): 1 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) · 2 pointer-only (licence)
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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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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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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)