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Natural Language Processing
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Data-to-Text Generation
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VIST
Data-to-Text Generation on VIST
Metric: ROUGE-L (higher is better)
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Dataset
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#
Model
↕
ROUGE-L
▼
Extra Data
Paper
Date
↕
Code
1
TAPM
33.1
Yes
-
-
-
2
TAVST (RL)
31
No
Keep it Consistent: Topic-Aware Storytelling fro...
2019-11-11
-
3
ViT-model
31
No
Vision Transformer Based Model for Describing a ...
2022-10-06
-
4
HSRL w/ Joint Training
30.84
No
Hierarchically Structured Reinforcement Learning...
2018-05-21
-
5
CoVS
30.8
No
-
-
-
6
MCSM+RNN
30.7
No
Commonsense Knowledge Aware Concept Selection Fo...
2021-02-05
-
7
SentiStory
30.2
No
-
-
-
8
SGEmb
30.2
No
-
-
-
9
VSCMR
30.2
No
Informative Visual Storytelling with Cross-modal...
2019-07-07
Code
10
TAPM (no V&L)
30.2
No
-
-
-
11
BLEU-RL
30.1
No
What Makes A Good Story? Designing Composite Rew...
2019-09-11
Code
12
AOG + ARS
30.1
No
-
-
-
13
MLE
30
No
What Makes A Good Story? Designing Composite Rew...
2019-09-11
Code
14
StoryAnchor: w/ Predicted Nouns
30
No
Visual Storytelling via Predicting Anchor Word E...
2020-01-13
-
15
SGVST
29.9
No
-
-
-
16
K-Storyteller
29.9
No
-
-
Code
17
ReCo-RL
29.9
No
What Makes A Good Story? Designing Composite Rew...
2019-09-11
Code
18
h-attn-rank
29.82
No
Hierarchically-Attentive RNN for Album Summariza...
2017-08-09
-
19
INet
29.7
No
Hide-and-Tell: Learning to Bridge Photo Streams ...
2020-02-03
-
20
XE-ss
29.7
No
No Metrics Are Perfect: Adversarial Reward Learn...
2018-04-24
Code
21
IRW
29.6
No
-
-
-
22
AREL-t-100
29.5
No
No Metrics Are Perfect: Adversarial Reward Learn...
2018-04-24
Code
23
GAN
29.5
No
No Metrics Are Perfect: Adversarial Reward Learn...
2018-04-24
Code
24
AREL
29.3
No
What Makes A Good Story? Designing Composite Rew...
2019-09-11
Code
25
CST
29.2
No
Contextualize, Show and Tell: A Neural Visual St...
2018-06-03
Code
26
HSRL
25.1
No
What Makes A Good Story? Designing Composite Rew...
2019-09-11
Code