Methods › Natural Language Processing › Autoencoding Transformers › BERT › Papers where code ran, page 7
BERT
Papers archive 2025-07-28
archive papers tagged: 6,938 · with a code link: 2,862 · where Syntology ran a sample: 640 (520 with a run with no instrument failure, 120 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (640 of 6,938 tagged: 520 with a run with no instrument failure, 120 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 7 of 7: papers 601 to 640 of the 640 tagged papers where Syntology ran at least one harvested sample (520 with a run with no instrument failure, 120 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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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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Enriching Pre-trained Language Model with Entity Information for Relation Classification 20 May 2019 · 6 repositories · arXiv:1905.08284Syntology 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples)
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HellaSwag: Can a Machine Really Finish Your Sentence? 19 May 2019 · 2 repositories · arXiv:1905.07830Syntology 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples) · 4 pointer-only (licence)
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ERNIE: Enhanced Language Representation with Informative Entities 17 May 2019 · 2 repositories · arXiv:1905.07129Syntology official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 1 pointer-only (licence)
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Cognitive Graph for Multi-Hop Reading Comprehension at Scale 14 May 2019 · 2 repositories · arXiv:1905.05460Syntology official (archive's flag): 5 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 2 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 1 pointer-only (licence)
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How to Fine-Tune BERT for Text Classification? 14 May 2019 · 15 repositories · arXiv:1905.05583Syntology official (archive's flag): 1 ran · 12 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 5 where Syntology's instrument failed) · 6 unverified (of 18 harvested samples) · 5 pointer-only (licence)
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Taming Pretrained Transformers for Extreme Multi-label Text Classification 7 May 2019 · 2 repositories · arXiv:1905.02331Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Unsupervised Data Augmentation for Consistency Training 29 Apr 2019 · 20 repositories · arXiv:1904.12848Syntology official (archive's flag): 10 ran · 30 ran (of which 3 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 0 violated, 22 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (of 52 harvested samples) · 17 pointer-only (licence)
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Language Models with Transformers 20 Apr 2019 · 1 repository · arXiv:1904.09408Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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ERNIE: Enhanced Representation through Knowledge Integration 19 Apr 2019 · 19 repositories · arXiv:1904.09223Syntology community repositories only · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples)
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DocBERT: BERT for Document Classification 17 Apr 2019 · 3 repositories · arXiv:1904.08398Syntology official (archive's flag): 6 ran · 11 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 14 harvested samples)
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CEDR: Contextualized Embeddings for Document Ranking 15 Apr 2019 · 7 repositories · arXiv:1904.07094Syntology official (archive's flag): 4 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 7 harvested samples) · 2 pointer-only (licence)
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Rare Words: A Major Problem for Contextualized Embeddings And How to Fix it by Attentive Mimicking 14 Apr 2019 · 2 repositories · arXiv:1904.06707Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Simple BERT Models for Relation Extraction and Semantic Role Labeling 10 Apr 2019 · 3 repositories · arXiv:1904.05255Syntology community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Jointly Measuring Diversity and Quality in Text Generation Models 8 Apr 2019 · 3 repositories · arXiv:1904.03971Syntology official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples) · 1 pointer-only (licence)
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Publicly Available Clinical BERT Embeddings 6 Apr 2019 · 3 repositories · arXiv:1904.03323Syntology official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Evaluating Coherence in Dialogue Systems using Entailment 6 Apr 2019 · 1 repository · arXiv:1904.03371Syntology official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 1 pointer-only (licence)
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VideoBERT: A Joint Model for Video and Language Representation Learning 3 Apr 2019 · 3 repositories · arXiv:1904.01766Syntology 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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75 Languages, 1 Model: Parsing Universal Dependencies Universally 3 Apr 2019 · 3 repositories · arXiv:1904.02099Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 12 harvested samples)
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BERT Post-Training for Review Reading Comprehension and Aspect-based Sentiment Analysis 3 Apr 2019 · 1 repository · arXiv:1904.02232Syntology 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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Large Batch Optimization for Deep Learning: Training BERT in 76 minutes 1 Apr 2019 · 32 repositories · arXiv:1904.00962Syntology community repositories only · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 11 harvested samples) · 9 pointer-only (licence)
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Distilling Task-Specific Knowledge from BERT into Simple Neural Networks 28 Mar 2019 · 4 repositories · arXiv:1903.12136Syntology 9 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 6 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples)
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Fine-tune BERT for Extractive Summarization 25 Mar 2019 · 12 repositories · arXiv:1903.10318Syntology community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 1 pointer-only (licence)
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Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary Sentence 22 Mar 2019 · 8 repositories · arXiv:1903.09588Syntology official (archive's flag): 8 ran · 19 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 3 honoured, 0 violated, 12 with no contract checked; 4 where Syntology's instrument failed) · 8 unverified (of 27 harvested samples) · 9 pointer-only (licence)
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BERT for Joint Intent Classification and Slot Filling 28 Feb 2019 · 16 repositories · arXiv:1902.10909Syntology 26 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 7 where Syntology's instrument failed) · 6 unverified (of 32 harvested samples) · 5 pointer-only (licence)
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Pretraining-Based Natural Language Generation for Text Summarization 25 Feb 2019 · 4 repositories · arXiv:1902.09243Syntology 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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BERT has a Mouth, and It Must Speak: BERT as a Markov Random Field Language Model 11 Feb 2019 · 13 repositories · arXiv:1902.04094Syntology official (archive's flag): 2 ran · 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 2 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 10 harvested samples) · 2 pointer-only (licence)
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End-to-End Open-Domain Question Answering with BERTserini 5 Feb 2019 · 1 repository · arXiv:1902.01718Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples) · 3 pointer-only (licence)
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Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language Inference 4 Feb 2019 · 6 repositories · arXiv:1902.01007Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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A Comprehensive Exploration on WikiSQL with Table-Aware Word Contextualization 4 Feb 2019 · 5 repositories · arXiv:1902.01069Syntology official (archive's flag): 3 ran · 21 ran (of which 1 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 2 violated, 1 with no contract checked; 16 where Syntology's instrument failed) · 15 unverified (of 36 harvested samples) · 33 pointer-only (licence)
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Parameter-Efficient Transfer Learning for NLP 2 Feb 2019 · 17 repositories · arXiv:1902.00751Syntology official: harvested, nothing ran · 14 ran (of which 3 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 8 unverified (of 22 harvested samples) · 3 pointer-only (licence)
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Multi-Task Deep Neural Networks for Natural Language Understanding 31 Jan 2019 · 7 repositories · arXiv:1901.11504Syntology community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 1 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (of 13 harvested samples) · 4 pointer-only (licence)
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BioBERT: a pre-trained biomedical language representation model for biomedical text mining 25 Jan 2019 · 19 repositories · arXiv:1901.08746Syntology official: no sample here; runs from other or unrecorded repositories · 15 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 3 where Syntology's instrument failed) · 10 unverified (of 25 harvested samples) · 3 pointer-only (licence)
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A BERT Baseline for the Natural Questions 24 Jan 2019 · 3 repositories · arXiv:1901.08634Syntology community repositories only · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples)
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Assessing BERT's Syntactic Abilities 16 Jan 2019 · 3 repositories · arXiv:1901.05287Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Passage Re-ranking with BERT 13 Jan 2019 · 6 repositories · arXiv:1901.04085Syntology official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 13 harvested samples) · 2 pointer-only (licence)
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Multilingual Constituency Parsing with Self-Attention and Pre-Training 31 Dec 2018 · 4 repositories · arXiv:1812.11760Syntology official (archive's flag): 8 ran · 22 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 0 violated, 19 with no contract checked; 3 where Syntology's instrument failed) · 6 unverified (of 28 harvested samples) · 3 pointer-only (licence)
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Conditional BERT Contextual Augmentation 17 Dec 2018 · 5 repositories · arXiv:1812.06705Syntology 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 11 Oct 2018 · 534 repositories · arXiv:1810.04805Syntology official: no sample here; runs from other or unrecorded repositories · 300 ran (of which 75 constructed an object rather than computing a result; 235 with no instrument failure: 17 honoured, 4 violated, 214 with no contract checked; 65 where Syntology's instrument failed) · 359 unverified (of 659 harvested samples) · 164 pointer-only (licence)