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

#1NSELSTM-BSOTA
92.02
BLEU· 2018-04-20
Sentence Simplification with Memory-Augmented Neural Networks
#2EditNTS
86.69
BLEU· 2019-06-19
EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing Code
#3Pointer + Multi-task Entailment and Paraphrase Generation
81.49
BLEU· 2018-06-19
Dynamic Multi-Level Multi-Task Learning for Sentence Simplification
#4NTS-SARI
80.69
BLEU
No paperCode
#5NSELSTM-S
80.43
BLEU· 2018-04-20
Sentence Simplification with Memory-Augmented Neural Networks
#6Dress-LSSOTA
80.12
BLEU· 2017-03-31
Sentence Simplification with Deep Reinforcement Learning Code
#7GPT-175B (6 SARI-selected examples, high/low)
79.83
BLEU· 2023-07-27
Metric-Based In-context Learning: A Case Study in Text Simplification Code
#8MUSS (BART+ACCESS Supervised)
78.17
BLEU· 2020-05-01
MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases Code
#9Dress
77.18
BLEU· 2017-03-31
Sentence Simplification with Deep Reinforcement Learning Code
#10SEMoses
74.49
BLEU· 2018-10-11
Simple and Effective Text Simplification Using Semantic and Neural Methods
#11UNMT (Unsupervised)
74.02
BLEU· 2018-10-18
Unsupervised Neural Text Simplification Code
#12Edit-Unsup-TS
73.62
BLEU· 2020-06-17
Iterative Edit-Based Unsupervised Sentence Simplification Code
#13ACCESS
72.53
BLEU· 2019-10-07
Controllable Sentence Simplification Code