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Models/AOG + ARS

AOG + ARS

Reported on 28 benchmarks across 4 tasks

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

Natural Language Processing21 results

Data-to-Text GenerationonVIST
BLEU-1
69
Data-to-Text GenerationonVIST
BLEU-2
44
Data-to-Text GenerationonVIST
BLEU-3
23.9
best: 25.3 (CoVS)
Data-to-Text GenerationonVIST
BLEU-4
12.9
best: 16.7 (HEGR)
Data-to-Text GenerationonVIST
CIDEr
12
best: 14.1 (HEGR)
Data-to-Text GenerationonVIST
METEOR
36
best: 37.8 (HEGR)
Data-to-Text GenerationonVIST
ROUGE-L
30.1
best: 33.1 (TAPM)
Visual StorytellingonVIST
BLEU-1
69
Visual StorytellingonVIST
BLEU-2
44
Visual StorytellingonVIST
BLEU-3
23.9
best: 25.3 (CoVS)
Visual StorytellingonVIST
BLEU-4
12.9
best: 16.7 (HEGR)
Visual StorytellingonVIST
CIDEr
12
best: 14.1 (HEGR)
Visual StorytellingonVIST
METEOR
36
best: 37.8 (HEGR)
Visual StorytellingonVIST
ROUGE-L
30.1
best: 33.1 (TAPM)
Story GenerationonVIST
BLEU-1
69
Story GenerationonVIST
BLEU-2
44
Story GenerationonVIST
BLEU-3
23.9
best: 25.3 (CoVS)
Story GenerationonVIST
BLEU-4
12.9
best: 16.7 (HEGR)
Story GenerationonVIST
CIDEr
12
best: 14.1 (HEGR)
Story GenerationonVIST
METEOR
36
best: 37.8 (HEGR)
Story GenerationonVIST
ROUGE-L
30.1
best: 33.1 (TAPM)

Adversarial7 results

Text GenerationonVIST
BLEU-1
69
Text GenerationonVIST
BLEU-2
44
Text GenerationonVIST
BLEU-3
23.9
best: 25.3 (CoVS)
Text GenerationonVIST
BLEU-4
12.9
best: 16.7 (HEGR)
Text GenerationonVIST
CIDEr
12
best: 14.1 (HEGR)
Text GenerationonVIST
METEOR
36
best: 37.8 (HEGR)
Text GenerationonVIST
ROUGE-L
30.1
best: 33.1 (TAPM)