OpenCodePapers
text-simplification-on-asset
Text Simplification
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Paper
Code
BLEU
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SARI (EASSE>=0.2.1)
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METEOR
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FKGL
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QuestEval (Reference-less, BERTScore)
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ModelName
ReleaseDate
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Metric-Based In-context Learning: A Case Study in Text Simplification
✓ Link
73.92
47.94
7.73
GPT-175B (15 SARI-selected examples, random ordering)
2023-07-27
MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases
✓ Link
72.98
44.15
6.05
MUSS (BART+ACCESS Supervised)
2020-05-01
Control Prefixes for Parameter-Efficient Text Generation
✓ Link
43.58
5.97
0.64
Control Prefixes (BART)
2021-10-15
Text Simplification by Tagging
✓ Link
43.21
TST
2021-03-08
MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases
✓ Link
42.65
8.23
MUSS (BART+ACCESS Unsupervised)
2020-05-01
Controllable Sentence Simplification
✓ Link
75.99*
40.13
ACCESS
2019-10-07
Integrating Transformer and Paraphrase Rules for Sentence Simplification
✓ Link
71.44*
38.67
DMASS-DCSS
2018-10-26
Sentence Simplification with Deep Reinforcement Learning
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86.39*
36.59
Dress-LS
2017-03-31
Unsupervised Neural Text Simplification
✓ Link
76.14*
35.19
UNTS (Unsupervised)
2018-10-18
Sentence Simplification by Monolingual Machine Translation
79.39*
34.63
PBMT-R
2012-07-01
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics
0.581
T5
2021-02-02
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics
0.560
BART
2021-02-02