| Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers |
1 |
2 |
22 Mar 2024 |
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 (2 pointer-only for licence) |
| TextBox 2.0: A Text Generation Library with Pre-trained Language Models |
1 |
2 |
26 Dec 2022 |
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 |
| DyREx: Dynamic Query Representation for Extractive Question Answering |
1 |
1 |
26 Oct 2022 |
official (archive's flag): 1 ran · 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) · 1 unverified (3 pointer-only for licence) |
| LinkBERT: Pretraining Language Models with Document Links |
1 |
1 |
29 Mar 2022 |
official: harvested, nothing 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) · 11 unverified |
| ZeroGen: Efficient Zero-shot Learning via Dataset Generation |
3 |
1 |
16 Feb 2022 |
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) · 4 unverified (7 pointer-only for licence) |
| Pay Attention to MLPs |
20 |
1 |
17 May 2021 |
34 ran (of which 15 constructed an object rather than computing a result; 31 with no instrument failure: 1 honoured, 4 violated, 26 with no contract checked; 3 where Syntology's instrument failed) · 10 unverified (11 pointer-only for licence) |
| LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention |
9 |
7 |
2 Oct 2020 |
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) · 7 unverified |
| DeBERTa: Decoding-enhanced BERT with Disentangled Attention |
14 |
1 |
5 Jun 2020 |
official: no sample here; runs from other or unrecorded repositories · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 9 unverified (3 pointer-only for licence) |
| Generating Diverse and Consistent QA pairs from Contexts with Information-Maximizing Hierarchical Conditional VAEs |
1 |
2 |
28 May 2020 |
official (archive's flag): 11 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) · 5 unverified (3 pointer-only for licence) |
| UniLMv2: Pseudo-Masked Language Models for Unified Language Model Pre-Training |
3 |
1 |
28 Feb 2020 |
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 |
| Dice Loss for Data-imbalanced NLP Tasks |
4 |
2 |
7 Nov 2019 |
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 |
| BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension |
47 |
1 |
29 Oct 2019 |
40 ran (of which 7 constructed an object rather than computing a result; 31 with no instrument failure: 1 honoured, 1 violated, 29 with no contract checked; 9 where Syntology's instrument failed) · 13 unverified (13 pointer-only for licence) |
| Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer |
57 |
5 |
23 Oct 2019 |
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 |
| DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter |
37 |
2 |
2 Oct 2019 |
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 (2 pointer-only for licence) |
| ALBERT: A Lite BERT for Self-supervised Learning of Language Representations |
48 |
6 |
26 Sep 2019 |
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 (28 pointer-only for licence) |
| Semantics-aware BERT for Language Understanding |
1 |
4 |
5 Sep 2019 |
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 (3 pointer-only for licence) |
| RoBERTa: A Robustly Optimized BERT Pretraining Approach |
67 |
2 |
26 Jul 2019 |
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 (24 pointer-only for licence) |
| SpanBERT: Improving Pre-training by Representing and Predicting Spans |
6 |
3 |
24 Jul 2019 |
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 (6 pointer-only for licence) |
| XLNet: Generalized Autoregressive Pretraining for Language Understanding |
27 |
4 |
19 Jun 2019 |
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 (4 pointer-only for licence) |
| Large Batch Optimization for Deep Learning: Training BERT in 76 minutes |
32 |
1 |
1 Apr 2019 |
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 (9 pointer-only for licence) |
| End-to-End Open-Domain Question Answering with BERTserini |
1 |
1 |
5 Feb 2019 |
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 (3 pointer-only for licence) |
| BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding |
534 |
6 |
11 Oct 2018 |
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 (164 pointer-only for licence) |
| QANet: Combining Local Convolution with Global Self-Attention for Reading Comprehension |
15 |
4 |
23 Apr 2018 |
14 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 3 honoured, 0 violated, 7 with no contract checked; 4 where Syntology's instrument failed) · 5 unverified (3 pointer-only for licence) |
| Deep contextualized word representations |
46 |
4 |
15 Feb 2018 |
30 ran (of which 12 constructed an object rather than computing a result; 24 with no instrument failure: 2 honoured, 0 violated, 22 with no contract checked; 6 where Syntology's instrument failed) · 28 unverified (25 pointer-only for licence) |
| Simple and Effective Multi-Paragraph Reading Comprehension |
1 |
1 |
29 Oct 2017 |
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) · 2 unverified |
| Simple Recurrent Units for Highly Parallelizable Recurrence |
11 |
2 |
8 Sep 2017 |
community repositories only · 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 |
| Learned in Translation: Contextualized Word Vectors |
5 |
2 |
1 Aug 2017 |
community repositories only · 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 (2 pointer-only for licence) |
| Neural Question Generation from Text: A Preliminary Study |
6 |
1 |
6 Apr 2017 |
community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence) |
| Reading Wikipedia to Answer Open-Domain Questions |
10 |
3 |
31 Mar 2017 |
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 (1 pointer-only for licence) |
| Making Neural QA as Simple as Possible but not Simpler |
3 |
3 |
14 Mar 2017 |
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 |
| Bidirectional Attention Flow for Machine Comprehension |
27 |
3 |
5 Nov 2016 |
official (archive's flag): 1 ran · 9 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 2 violated, 1 with no contract checked; 5 where Syntology's instrument failed) · 2 unverified (7 pointer-only for licence) |
| Machine Comprehension Using Match-LSTM and Answer Pointer |
5 |
5 |
29 Aug 2016 |
official: no sample here; runs from other or unrecorded repositories · 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 (3 pointer-only for licence) |