| Fine-mixing: Mitigating Backdoors in Fine-tuned Language Models |
1 |
1 |
18 Oct 2022 |
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) · 10 unverified (19 pointer-only for licence) |
| LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale |
4 |
1 |
15 Aug 2022 |
official: harvested, nothing 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) · 1 unverified (2 pointer-only for licence) |
| Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners |
4 |
1 |
30 Aug 2021 |
official (archive's flag): 2 ran · 3 ran (of which 3 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) · 1 unverified; every one of the 3 samples that ran constructed an object rather than computing a result |
| Charformer: Fast Character Transformers via Gradient-based Subword Tokenization |
2 |
1 |
23 Jun 2021 |
community repositories only · 7 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; 3 where Syntology's instrument failed) · 3 unverified |
| 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) |
| FNet: Mixing Tokens with Fourier Transforms |
12 |
1 |
9 May 2021 |
community repositories only · 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 (1 pointer-only for licence) |
| Entailment as Few-Shot Learner |
3 |
1 |
29 Apr 2021 |
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) · 2 unverified |
| Nyströmformer: A Nyström-Based Algorithm for Approximating Self-Attention |
10 |
1 |
7 Feb 2021 |
official: no sample here; runs from other or unrecorded repositories · 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) · 1 unverified (1 pointer-only for licence) |
| A Statistical Framework for Low-bitwidth Training of Deep Neural Networks |
2 |
1 |
27 Oct 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) · 3 unverified (1 pointer-only for licence) |
| Big Bird: Transformers for Longer Sequences |
14 |
1 |
28 Jul 2020 |
official (archive's flag): 1 ran · 10 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; 8 where Syntology's instrument failed) · 5 unverified (11 pointer-only for licence) |
| SqueezeBERT: What can computer vision teach NLP about efficient neural networks? |
6 |
1 |
19 Jun 2020 |
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 |
| 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) |
| ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators |
19 |
1 |
23 Mar 2020 |
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 (10 pointer-only for licence) |
| Learning to Encode Position for Transformer with Continuous Dynamical Model |
1 |
1 |
13 Mar 2020 |
3 ran (of which 2 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) · 3 unverified (6 pointer-only for licence) |
| BP-Transformer: Modelling Long-Range Context via Binary Partitioning |
2 |
1 |
11 Nov 2019 |
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) · 5 unverified |
| SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization |
6 |
6 |
8 Nov 2019 |
official: no sample here; runs from other or unrecorded repositories · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 1 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (1 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 |
| Q8BERT: Quantized 8Bit BERT |
5 |
1 |
14 Oct 2019 |
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 (3 pointer-only for licence) |
| Fine-grained Sentiment Classification using BERT |
1 |
3 |
4 Oct 2019 |
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 |
| DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter |
37 |
1 |
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 |
1 |
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) |
| RoBERTa: A Robustly Optimized BERT Pretraining Approach |
67 |
1 |
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 |
1 |
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 |
2 |
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) |
| ERNIE: Enhanced Language Representation with Informative Entities |
2 |
1 |
17 May 2019 |
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 (1 pointer-only for licence) |
| Distilling Task-Specific Knowledge from BERT into Simple Neural Networks |
4 |
1 |
28 Mar 2019 |
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 |
| Multi-Task Deep Neural Networks for Natural Language Understanding |
7 |
1 |
31 Jan 2019 |
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 (4 pointer-only for licence) |
| BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding |
534 |
1 |
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) |
| A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors |
1 |
2 |
14 May 2018 |
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 |
| Universal Sentence Encoder |
24 |
1 |
29 Mar 2018 |
18 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence) |
| Deep contextualized word representations |
46 |
1 |
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) |
| 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) |
| All-but-the-Top: Simple and Effective Postprocessing for Word Representations |
4 |
1 |
5 Feb 2017 |
21 ran (of which 0 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 0 violated, 21 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (2 pointer-only for licence) |
| Ask Me Anything: Dynamic Memory Networks for Natural Language Processing |
10 |
1 |
24 Jun 2015 |
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 |
| Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks |
16 |
3 |
28 Feb 2015 |
community repositories only · 12 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; 6 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence) |
| Convolutional Neural Networks for Sentence Classification |
118 |
1 |
25 Aug 2014 |
53 ran (of which 0 constructed an object rather than computing a result; 41 with no instrument failure: 6 honoured, 1 violated, 34 with no contract checked; 12 where Syntology's instrument failed) · 24 unverified (21 pointer-only for licence) |