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SotA/Natural Language Processing/Data-to-Text Generation/VIST

Data-to-Text Generation on VIST

Metric: ROUGE-L (higher is better)

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#Model↕ROUGE-L▼Extra DataPaperDate↕Code
1TAPM33.1Yes---
2TAVST (RL)31NoKeep it Consistent: Topic-Aware Storytelling fro...2019-11-11-
3ViT-model31NoVision Transformer Based Model for Describing a ...2022-10-06-
4HSRL w/ Joint Training30.84NoHierarchically Structured Reinforcement Learning...2018-05-21-
5CoVS30.8No---
6MCSM+RNN30.7NoCommonsense Knowledge Aware Concept Selection Fo...2021-02-05-
7SentiStory30.2No---
8SGEmb30.2No---
9VSCMR30.2NoInformative Visual Storytelling with Cross-modal...2019-07-07Code
10TAPM (no V&L)30.2No---
11BLEU-RL30.1NoWhat Makes A Good Story? Designing Composite Rew...2019-09-11Code
12AOG + ARS30.1No---
13MLE30NoWhat Makes A Good Story? Designing Composite Rew...2019-09-11Code
14StoryAnchor: w/ Predicted Nouns30NoVisual Storytelling via Predicting Anchor Word E...2020-01-13-
15SGVST29.9No---
16K-Storyteller29.9No--Code
17ReCo-RL29.9NoWhat Makes A Good Story? Designing Composite Rew...2019-09-11Code
18h-attn-rank29.82NoHierarchically-Attentive RNN for Album Summariza...2017-08-09-
19INet29.7NoHide-and-Tell: Learning to Bridge Photo Streams ...2020-02-03-
20XE-ss29.7NoNo Metrics Are Perfect: Adversarial Reward Learn...2018-04-24Code
21IRW29.6No---
22AREL-t-10029.5NoNo Metrics Are Perfect: Adversarial Reward Learn...2018-04-24Code
23GAN29.5NoNo Metrics Are Perfect: Adversarial Reward Learn...2018-04-24Code
24AREL29.3NoWhat Makes A Good Story? Designing Composite Rew...2019-09-11Code
25CST29.2NoContextualize, Show and Tell: A Neural Visual St...2018-06-03Code
26HSRL25.1NoWhat Makes A Good Story? Designing Composite Rew...2019-09-11Code