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Models/BART (TextBox 2.0)

BART (TextBox 2.0)

Reported on 60 benchmarks across 17 tasks · 1 paper · 56 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing21 results

Machine TranslationonWMT2016 Romanian-English
BLEU-4· 2022-12-26
37.48
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Machine TranslationonWMT2016 English-Romanian
BLEU-4· 2022-12-26
37.2
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Question AnsweringonSQuAD1.1
Exact Match· 2022-12-26
86.44
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text SimplificationonWiki-Auto + Turk
BLEU-4· 2022-12-26
90.81
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text SimplificationonWiki-Auto + Turk
METEOR· 2022-12-26
57.58
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text SimplificationonWiki-Auto + Turk
ROUGE-2· 2022-12-26
83.36
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Abstractive Text SummarizationonCNN/Daily Mail
ROUGE-1· 2022-12-26
44.47
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Abstractive Text SummarizationonCNN/Daily Mail
ROUGE-2· 2022-12-26
21.5
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Abstractive Text SummarizationonCNN/Daily Mail
ROUGE-L· 2022-12-26
41.35
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Data-to-Text GenerationonWebNLG
BLEU-4· 2022-12-26
67.33
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Data-to-Text GenerationonWebNLG
METEOR· 2022-12-26
47.78
best: 48.35 (T5B Baseline)
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Data-to-Text GenerationonWebNLG
ROUGE-L· 2022-12-26
76.83
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Question GenerationonSQuAD1.1
METEOR· 2022-12-26
26.73
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Task-Oriented Dialogue SystemsonMULTIWOZ 2.0
BLEU-4· 2022-12-26
20.17
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Task-Oriented Dialogue SystemsonMULTIWOZ 2.0
Score· 2022-12-26
100.07
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Story GenerationonWritingPrompts
BLEU-1· 2022-12-26
33.79
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Story GenerationonWritingPrompts
BLEU-2· 2022-12-26
15.78
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Story GenerationonWritingPrompts
Distinct-4· 2022-12-26
78.762
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Question AnsweringonSQuAD1.1
F1· 2022-12-26
93.04
best: 95.719 ({ANNA} (single model))
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Question GenerationonSQuAD1.1
BLEU-4· 2022-12-26
25.08
best: 25.41 (ERNIE-GENLARGE (beam size=5))
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Question GenerationonSQuAD1.1
ROUGE-L· 2022-12-26
52.55
best: 52.8 (ProphetNet + ASGen)
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005

Adversarial12 results

Text GenerationonADGEN
BLEU-4· 2022-12-26
10.2
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonCSL
ROUGE-L· 2022-12-26
64.34
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonLCSTS
ROUGE-L· 2022-12-26
42.96
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonCommonGen
BLEU-4· 2022-12-26
28.18
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonCommonGen
SPICE· 2022-12-26
33
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonWebNLG
BLEU-4· 2022-12-26
67.33
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonWebNLG
METEOR· 2022-12-26
47.78
best: 48.35 (T5B Baseline)
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonWebNLG
ROUGE-L· 2022-12-26
76.83
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonWritingPrompts
BLEU-1· 2022-12-26
33.79
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonWritingPrompts
BLEU-2· 2022-12-26
15.78
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonWritingPrompts
Distinct-4· 2022-12-26
78.762
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text GenerationonCommonGen
CIDEr· 2022-12-26
12.98
best: 14.92 (UniLM)
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005

Computer Vision9 results

SketchonGYAFC
Accuracy· 2022-12-26
94.37
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
SketchonGYAFC
BLEU-4· 2022-12-26
76.93
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
SketchonGYAFC
Harmonic mean· 2022-12-26
84.74
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Style TransferonGYAFC
Accuracy· 2022-12-26
94.37
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Style TransferonGYAFC
BLEU-4· 2022-12-26
76.93
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Style TransferonGYAFC
Harmonic mean· 2022-12-26
84.74
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Drawing PicturesonGYAFC
Accuracy· 2022-12-26
94.37
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Drawing PicturesonGYAFC
BLEU-4· 2022-12-26
76.93
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Drawing PicturesonGYAFC
Harmonic mean· 2022-12-26
84.74
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005

Speech6 results

DialogueonPersona-Chat
BLEU-1· 2022-12-26
49.581
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
DialogueonPersona-Chat
BLEU-2· 2022-12-26
39.24
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
DialogueonPersona-Chat
Distinct-1· 2022-12-26
1.44
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
DialogueonPersona-Chat
Distinct-2· 2022-12-26
8.89
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
DialogueonMULTIWOZ 2.0
BLEU-4· 2022-12-26
20.17
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
DialogueonMULTIWOZ 2.0
Score· 2022-12-26
100.07
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005

Knowledge Base6 results

Text SummarizationonCNN/Daily Mail
ROUGE-1· 2022-12-26
44.47
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text SummarizationonCNN/Daily Mail
ROUGE-2· 2022-12-26
21.5
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
Text SummarizationonCNN/Daily Mail
ROUGE-L· 2022-12-26
41.35
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
2D Human Pose EstimationonGYAFC
Accuracy· 2022-12-26
94.37
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
2D Human Pose EstimationonGYAFC
BLEU-4· 2022-12-26
76.93
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
2D Human Pose EstimationonGYAFC
Harmonic mean· 2022-12-26
84.74
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005

Methodology3 results

2D ClassificationonGYAFC
Accuracy· 2022-12-26
94.37
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
2D ClassificationonGYAFC
BLEU-4· 2022-12-26
76.93
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
2D ClassificationonGYAFC
Harmonic mean· 2022-12-26
84.74
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005

Audio3 results

1 Image, 2*2 StitchionGYAFC
Accuracy· 2022-12-26
94.37
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
1 Image, 2*2 StitchionGYAFC
BLEU-4· 2022-12-26
76.93
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005
1 Image, 2*2 StitchionGYAFC
Harmonic mean· 2022-12-26
84.74
SOTA
TextBox 2.0: A Text Generation Library with Pre-trained Language Models arXiv:2212.13005