Methods › Natural Language Processing › Autoencoding Transformers › BERT › Papers where code ran, page 6

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 6 of 7: papers 501 to 600 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.

• Self-Attention Attribution: Interpreting Information Interactions Inside Transformer
  23 Apr 2020 · 2 repositories · arXiv:2004.11207
  Syntology 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)
• DIET: Lightweight Language Understanding for Dialogue Systems
  21 Apr 2020 · 2 repositories · arXiv:2004.09936
  Syntology 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)
• BERT-ATTACK: Adversarial Attack Against BERT Using BERT
  21 Apr 2020 · 4 repositories · arXiv:2004.09984
  Syntology 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)
• Attention is Not Only a Weight: Analyzing Transformers with Vector Norms
  21 Apr 2020 · 1 repository · arXiv:2004.10102
  Syntology 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)
• CheXbert: Combining Automatic Labelers and Expert Annotations for Accurate Radiology Report Labeling Using BERT
  20 Apr 2020 · 7 repositories · arXiv:2004.09167
  Syntology 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)
• MPNet: Masked and Permuted Pre-training for Language Understanding
  20 Apr 2020 · 7 repositories · arXiv:2004.09297
  Syntology 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)
• The Right Tool for the Job: Matching Model and Instance Complexities
  16 Apr 2020 · 1 repository · arXiv:2004.07453
  Syntology 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)
• Cross-lingual Contextualized Topic Models with Zero-shot Learning
  16 Apr 2020 · 2 repositories · arXiv:2004.07737
  Syntology 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)
• TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue
  15 Apr 2020 · 1 repository · arXiv:2004.06871
  Syntology 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)
• SPECTER: Document-level Representation Learning using Citation-informed Transformers
  15 Apr 2020 · 5 repositories · arXiv:2004.07180
  Syntology 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)
• Entities as Experts: Sparse Memory Access with Entity Supervision
  15 Apr 2020 · 1 repository · arXiv:2004.07202
  Syntology 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)
• 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:2004.06499
  Syntology 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)
• AMR Parsing via Graph-Sequence Iterative Inference
  12 Apr 2020 · 3 repositories · arXiv:2004.05572
  Syntology 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)
• VGCN-BERT: Augmenting BERT with Graph Embedding for Text Classification
  12 Apr 2020 · 1 repository · arXiv:2004.05707
  Syntology 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)
• BLEURT: Learning Robust Metrics for Text Generation
  9 Apr 2020 · 4 repositories · arXiv:2004.04696
  Syntology 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)
• On the Language Neutrality of Pre-trained Multilingual Representations
  9 Apr 2020 · 1 repository · arXiv:2004.05160
  Syntology 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)
• On the Effect of Dropping Layers of Pre-trained Transformer Models
  8 Apr 2020 · 4 repositories · arXiv:2004.03844
  Syntology 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)
• Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence
  8 Apr 2020 · 3 repositories · arXiv:2004.03974
  Syntology 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)
• DynaBERT: Dynamic BERT with Adaptive Width and Depth
  8 Apr 2020 · 3 repositories · arXiv:2004.04037
  Syntology 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)
• Information-Theoretic Probing for Linguistic Structure
  7 Apr 2020 · 1 repository · arXiv:2004.03061
  Syntology 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)
• Are Natural Language Inference Models IMPPRESsive? Learning IMPlicature and PRESupposition
  7 Apr 2020 · 1 repository · arXiv:2004.03066
  Syntology 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)
• RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases
  7 Apr 2020 · 1 repository · arXiv:2004.03125
  Syntology 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)
• FastBERT: a Self-distilling BERT with Adaptive Inference Time
  5 Apr 2020 · 3 repositories · arXiv:2004.02178
  Syntology 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)
• Deep Entity Matching with Pre-Trained Language Models
  1 Apr 2020 · 1 repository · arXiv:2004.00584
  Syntology 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)
• Abstractive Text Summarization based on Language Model Conditioning and Locality Modeling
  29 Mar 2020 · 1 repository · arXiv:2003.13027
  Syntology 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)
• BERT Fine-tuning For Arabic Text Summarization
  29 Mar 2020 · 1 repository · arXiv:2004.14135
  Syntology 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)
• ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
  23 Mar 2020 · 19 repositories · arXiv:2003.10555
  Syntology 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)
• Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity Linking
  11 Mar 2020 · 1 repository · arXiv:2003.05473
  Syntology 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)
• Efficient Intent Detection with Dual Sentence Encoders
  10 Mar 2020 · 5 repositories · arXiv:2003.04807
  Syntology 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)
• Data Augmentation using Pre-trained Transformer Models
  4 Mar 2020 · 4 repositories · arXiv:2003.02245
  Syntology 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)
• jiant: A Software Toolkit for Research on General-Purpose Text Understanding Models
  4 Mar 2020 · 6 repositories · arXiv:2003.02249
  Syntology 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)
• Improving BERT Fine-Tuning via Self-Ensemble and Self-Distillation
  24 Feb 2020 · 1 repository · arXiv:2002.10345
  Syntology 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)
• From English To Foreign Languages: Transferring Pre-trained Language Models
  18 Feb 2020 · 1 repository · arXiv:2002.07306
  Syntology 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)
• UniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and Generation
  15 Feb 2020 · 2 repositories · arXiv:2002.06353
  Syntology 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)
• Training Large Neural Networks with Constant Memory using a New Execution Algorithm
  13 Feb 2020 · 2 repositories · arXiv:2002.05645
  Syntology 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)
• Multilingual Alignment of Contextual Word Representations
  10 Feb 2020 · 1 repository · arXiv:2002.03518
  Syntology 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)
• BERT-of-Theseus: Compressing BERT by Progressive Module Replacing
  7 Feb 2020 · 2 repositories · arXiv:2002.02925
  Syntology 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)
• K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters
  5 Feb 2020 · 2 repositories · arXiv:2002.01808
  Syntology 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)
• Gesticulator: A framework for semantically-aware speech-driven gesture generation
  25 Jan 2020 · 1 repository · arXiv:2001.09326
  Syntology 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)
• PoWER-BERT: Accelerating BERT Inference via Progressive Word-vector Elimination
  24 Jan 2020 · 1 repository · arXiv:2001.08950
  Syntology 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)
• RobBERT: a Dutch RoBERTa-based Language Model
  17 Jan 2020 · 1 repository · arXiv:2001.06286
  Syntology 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)
• Stacked DeBERT: All Attention in Incomplete Data for Text Classification
  1 Jan 2020 · 1 repository · arXiv:2001.00137
  Syntology 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)
• BERTje: A Dutch BERT Model
  19 Dec 2019 · 2 repositories · arXiv:1912.09582
  Syntology 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)
• Automatically Neutralizing Subjective Bias in Text
  21 Nov 2019 · 1 repository · arXiv:1911.09709
  Syntology 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)
• Distilling Knowledge Learned in BERT for Text Generation
  10 Nov 2019 · 2 repositories · arXiv:1911.03829
  Syntology 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)
• RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers
  10 Nov 2019 · 4 repositories · arXiv:1911.04942
  Syntology 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)
• ConveRT: Efficient and Accurate Conversational Representations from Transformers
  9 Nov 2019 · 5 repositories · arXiv:1911.03688
  Syntology 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)
• Unsupervised Cross-lingual Representation Learning at Scale
  5 Nov 2019 · 35 repositories · arXiv:1911.02116
  Syntology 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)
• Multi-Stage Document Ranking with BERT
  31 Oct 2019 · 3 repositories · arXiv:1910.14424
  Syntology 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)
• Do Multi-hop Readers Dream of Reasoning Chains?
  31 Oct 2019 · 1 repository · arXiv:1910.14520
  Syntology 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)
• Masked Language Model Scoring
  31 Oct 2019 · 6 repositories · arXiv:1910.14659
  Syntology 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)
• Discourse-Aware Neural Extractive Text Summarization
  30 Oct 2019 · 1 repository · arXiv:1910.14142
  Syntology 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)
• Inducing brain-relevant bias in natural language processing models
  29 Oct 2019 · 1 repository · arXiv:1911.03268
  Syntology 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)
• Word-level Textual Adversarial Attacking as Combinatorial Optimization
  27 Oct 2019 · 1 repository · arXiv:1910.12196
  Syntology 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)
• On the Cross-lingual Transferability of Monolingual Representations
  25 Oct 2019 · 7 repositories · arXiv:1910.11856
  Syntology 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)
• MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension
  22 Oct 2019 · 1 repository · arXiv:1910.09753
  Syntology 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)
• BERTRAM: Improved Word Embeddings Have Big Impact on Contextualized Model Performance
  16 Oct 2019 · 1 repository · arXiv:1910.07181
  Syntology 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)
• Answering Complex Open-domain Questions Through Iterative Query Generation
  15 Oct 2019 · 1 repository · arXiv:1910.07000
  Syntology 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)
• Q8BERT: Quantized 8Bit BERT
  14 Oct 2019 · 5 repositories · arXiv:1910.06188
  Syntology 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)
• vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations
  12 Oct 2019 · 3 repositories · arXiv:1910.05453
  Syntology 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)
• Structured Pruning of Large Language Models
  10 Oct 2019 · 2 repositories · arXiv:1910.04732
  Syntology 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)
• BERT for Evidence Retrieval and Claim Verification
  7 Oct 2019 · 2 repositories · arXiv:1910.02655
  Syntology 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)
• Fine-grained Sentiment Classification using BERT
  4 Oct 2019 · 1 repository · arXiv:1910.03474
  Syntology 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)
• DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter
  2 Oct 2019 · 37 repositories · arXiv:1910.01108
  Syntology 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)
• Linking artificial and human neural representations of language
  2 Oct 2019 · 1 repository · arXiv:1910.01244
  Syntology 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)
• ALBERT: A Lite BERT for Self-supervised Learning of Language Representations
  26 Sep 2019 · 48 repositories · arXiv:1909.11942
  Syntology 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)
• Portuguese Named Entity Recognition using BERT-CRF
  23 Sep 2019 · 1 repository · arXiv:1909.10649
  Syntology 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)
• Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
  17 Sep 2019 · 10 repositories · arXiv:1909.08053
  Syntology 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)
• Tree Transformer: Integrating Tree Structures into Self-Attention
  14 Sep 2019 · 3 repositories · arXiv:1909.06639
  Syntology 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)
• Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering
  13 Sep 2019 · 2 repositories · arXiv:1909.06356
  Syntology 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)
• UER: An Open-Source Toolkit for Pre-training Models
  12 Sep 2019 · 2 repositories · arXiv:1909.05658
  Syntology 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)
• How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer Representations
  11 Sep 2019 · 2 repositories · arXiv:1909.04925
  Syntology 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)
• Span Selection Pre-training for Question Answering
  9 Sep 2019 · 1 repository · arXiv:1909.04120
  Syntology 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)
• Entity, Relation, and Event Extraction with Contextualized Span Representations
  8 Sep 2019 · 4 repositories · arXiv:1909.03546
  Syntology 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)
• Semantics-aware BERT for Language Understanding
  5 Sep 2019 · 1 repository · arXiv:1909.02209
  Syntology 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)
• Effective Use of Transformer Networks for Entity Tracking
  5 Sep 2019 · 1 repository · arXiv:1909.02635
  Syntology 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)
• Encode, Tag, Realize: High-Precision Text Editing
  3 Sep 2019 · 5 repositories · arXiv:1909.01187
  Syntology 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)
• Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations
  31 Aug 2019 · 2 repositories · arXiv:1909.00142
  Syntology 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)
• Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification
  30 Aug 2019 · 3 repositories · arXiv:1908.11860
  Syntology 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)
• FinBERT: Financial Sentiment Analysis with Pre-trained Language Models
  27 Aug 2019 · 3 repositories · arXiv:1908.10063
  Syntology 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)
• Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
  27 Aug 2019 · 64 repositories · arXiv:1908.10084
  Syntology 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)
• Patient Knowledge Distillation for BERT Model Compression
  25 Aug 2019 · 5 repositories · arXiv:1908.09355
  Syntology 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)
• Well-Read Students Learn Better: On the Importance of Pre-training Compact Models
  23 Aug 2019 · 40 repositories · arXiv:1908.08962
  Syntology 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)
• Text Summarization with Pretrained Encoders
  22 Aug 2019 · 19 repositories · arXiv:1908.08345
  Syntology 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)
• VL-BERT: Pre-training of Generic Visual-Linguistic Representations
  22 Aug 2019 · 3 repositories · arXiv:1908.08530
  Syntology 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)
• CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text
  16 Aug 2019 · 5 repositories · arXiv:1908.06177
  Syntology 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)
• TAPER: Time-Aware Patient EHR Representation
  11 Aug 2019 · 2 repositories · arXiv:1908.03971
  Syntology 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)
• ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks
  6 Aug 2019 · 11 repositories · arXiv:1908.02265
  Syntology 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)
• What BERT is not: Lessons from a new suite of psycholinguistic diagnostics for language models
  31 Jul 2019 · 2 repositories · arXiv:1907.13528
  Syntology 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)
• Leveraging Pre-trained Checkpoints for Sequence Generation Tasks
  29 Jul 2019 · 7 repositories · arXiv:1907.12461
  Syntology 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)
• Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment
  27 Jul 2019 · 7 repositories · arXiv:1907.11932
  Syntology 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)
• RoBERTa: A Robustly Optimized BERT Pretraining Approach
  26 Jul 2019 · 67 repositories · arXiv:1907.11692
  Syntology 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)
• SpanBERT: Improving Pre-training by Representing and Predicting Spans
  24 Jul 2019 · 6 repositories · arXiv:1907.10529
  Syntology 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)
• A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning
  14 Jun 2019 · 1 repository · arXiv:1906.06253
  Syntology 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)
• Neural Arabic Question Answering
  12 Jun 2019 · 1 repository · arXiv:1906.05394
  Syntology 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)
• A Multiscale Visualization of Attention in the Transformer Model
  12 Jun 2019 · 3 repositories · arXiv:1906.05714
  Syntology 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)
• How multilingual is Multilingual BERT?
  4 Jun 2019 · 3 repositories · arXiv:1906.01502
  Syntology 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)
• Open Sesame: Getting Inside BERT's Linguistic Knowledge
  4 Jun 2019 · 1 repository · arXiv:1906.01698
  Syntology 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)
• Pre-training of Graph Augmented Transformers for Medication Recommendation
  2 Jun 2019 · 1 repository · arXiv:1906.00346
  Syntology 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)
• MultiQA: An Empirical Investigation of Generalization and Transfer in Reading Comprehension
  31 May 2019 · 1 repository · arXiv:1905.13453
  Syntology 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)