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Natural Language Processing
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Text Simplification
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TurkCorpus
Text Simplification on TurkCorpus
Metric: BLEU (higher is better)
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#
Model
↕
BLEU
▼
Extra Data
Paper
Date
↕
Code
1
NSELSTM-B
92.02
No
Sentence Simplification with Memory-Augmented Ne...
2018-04-20
-
2
EditNTS
86.69
No
EditNTS: An Neural Programmer-Interpreter Model ...
2019-06-19
Code
3
Pointer + Multi-task Entailment and Paraphrase Generation
81.49
No
Dynamic Multi-Level Multi-Task Learning for Sent...
2018-06-19
-
4
NTS-SARI
80.69
No
-
-
Code
5
NSELSTM-S
80.43
No
Sentence Simplification with Memory-Augmented Ne...
2018-04-20
-
6
Dress-LS
80.12
No
Sentence Simplification with Deep Reinforcement ...
2017-03-31
Code
7
GPT-175B (6 SARI-selected examples, high/low)
79.83
No
Metric-Based In-context Learning: A Case Study i...
2023-07-27
Code
8
MUSS (BART+ACCESS Supervised)
78.17
No
MUSS: Multilingual Unsupervised Sentence Simplif...
2020-05-01
Code
9
Dress
77.18
No
Sentence Simplification with Deep Reinforcement ...
2017-03-31
Code
10
SEMoses
74.49
No
Simple and Effective Text Simplification Using S...
2018-10-11
-
11
UNMT (Unsupervised)
74.02
No
Unsupervised Neural Text Simplification
2018-10-18
Code
12
Edit-Unsup-TS
73.62
No
Iterative Edit-Based Unsupervised Sentence Simpl...
2020-06-17
Code
13
ACCESS
72.53
No
Controllable Sentence Simplification
2019-10-07
Code