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Models/TAVST (RL)

TAVST (RL)

Reported on 28 benchmarks across 4 tasks · 1 paper · 24 SOTA

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· 2019-11-11
64.2
best: 69 (AOG + ARS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Data-to-Text GenerationonVIST
BLEU-2· 2019-11-11
39.6
best: 44 (AOG + ARS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Data-to-Text GenerationonVIST
BLEU-3· 2019-11-11
23.7
best: 25.3 (CoVS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Data-to-Text GenerationonVIST
BLEU-4· 2019-11-11
14.6
best: 16.7 (HEGR)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Data-to-Text GenerationonVIST
METEOR· 2019-11-11
35.7
best: 37.8 (HEGR)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Data-to-Text GenerationonVIST
ROUGE-L· 2019-11-11
31
best: 33.1 (TAPM)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Visual StorytellingonVIST
BLEU-1· 2019-11-11
64.2
best: 69 (AOG + ARS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Visual StorytellingonVIST
BLEU-2· 2019-11-11
39.6
best: 44 (AOG + ARS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Visual StorytellingonVIST
BLEU-3· 2019-11-11
23.7
best: 25.3 (CoVS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Visual StorytellingonVIST
BLEU-4· 2019-11-11
14.6
best: 16.7 (HEGR)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Visual StorytellingonVIST
METEOR· 2019-11-11
35.7
best: 37.8 (HEGR)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Visual StorytellingonVIST
ROUGE-L· 2019-11-11
31
best: 33.1 (TAPM)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Story GenerationonVIST
BLEU-1· 2019-11-11
64.2
best: 69 (AOG + ARS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Story GenerationonVIST
BLEU-2· 2019-11-11
39.6
best: 44 (AOG + ARS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Story GenerationonVIST
BLEU-3· 2019-11-11
23.7
best: 25.3 (CoVS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Story GenerationonVIST
BLEU-4· 2019-11-11
14.6
best: 16.7 (HEGR)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Story GenerationonVIST
METEOR· 2019-11-11
35.7
best: 37.8 (HEGR)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Story GenerationonVIST
ROUGE-L· 2019-11-11
31
best: 33.1 (TAPM)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Data-to-Text GenerationonVIST
CIDEr· 2019-11-11
9.2
best: 14.1 (HEGR)
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Visual StorytellingonVIST
CIDEr· 2019-11-11
9.2
best: 14.1 (HEGR)
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Story GenerationonVIST
CIDEr· 2019-11-11
9.2
best: 14.1 (HEGR)
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192

Adversarial7 results

Text GenerationonVIST
BLEU-1· 2019-11-11
64.2
best: 69 (AOG + ARS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Text GenerationonVIST
BLEU-2· 2019-11-11
39.6
best: 44 (AOG + ARS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Text GenerationonVIST
BLEU-3· 2019-11-11
23.7
best: 25.3 (CoVS)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Text GenerationonVIST
BLEU-4· 2019-11-11
14.6
best: 16.7 (HEGR)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Text GenerationonVIST
METEOR· 2019-11-11
35.7
best: 37.8 (HEGR)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Text GenerationonVIST
ROUGE-L· 2019-11-11
31
best: 33.1 (TAPM)
SOTA
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192
Text GenerationonVIST
CIDEr· 2019-11-11
9.2
best: 14.1 (HEGR)
Keep it Consistent: Topic-Aware Storytelling from an Image Stream via Iterative Multi-agent Communication arXiv:1911.04192