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Natural Language Processing
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Discourse Parsing
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Instructional-DT (Instr-DT)
Discourse Parsing on Instructional-DT (Instr-DT)
Metric: Standard Parseval (Nuclearity) (higher is better)
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Model
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Standard Parseval (Nuclearity)
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Extra Data
Paper
Date
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Code
1
Bottom-up (DeBERTa)
60
No
A Simple and Strong Baseline for End-to-End Neur...
2022-10-15
Code
2
Top-down (DeBERTa)
57.9
No
A Simple and Strong Baseline for End-to-End Neur...
2022-10-15
Code
3
Bottom-up (XLNet)
56.4
No
A Simple and Strong Baseline for End-to-End Neur...
2022-10-15
Code
4
Top-down (RoBERTa)
56.1
No
A Simple and Strong Baseline for End-to-End Neur...
2022-10-15
Code
5
Bottom-up (RoBERTa)
55.5
No
A Simple and Strong Baseline for End-to-End Neur...
2022-10-15
Code
6
Top-down (XLNet)
55.2
No
A Simple and Strong Baseline for End-to-End Neur...
2022-10-15
Code
7
Top-down (SpanBERT)
54.5
No
A Simple and Strong Baseline for End-to-End Neur...
2022-10-15
Code
8
Bottom-up (SpanBERT)
53.8
No
A Simple and Strong Baseline for End-to-End Neur...
2022-10-15
Code
9
Guz et al. (2020) (pretrained)
46.59
No
Unleashing the Power of Neural Discourse Parsers...
2020-11-06
-
10
Bottom-up (BERT)
46.3
No
A Simple and Strong Baseline for End-to-End Neur...
2022-10-15
Code
11
Top-down (BERT)
44.6
No
A Simple and Strong Baseline for End-to-End Neur...
2022-10-15
Code
12
Guz et al. (2020)
44.41
No
Unleashing the Power of Neural Discourse Parsers...
2020-11-06
-
#1
Bottom-up (DeBERTa)
SOTA
60
Standard Parseval (Nuclearity)
· 2022-10-15
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing
Code
#2
Top-down (DeBERTa)
57.9
Standard Parseval (Nuclearity)
· 2022-10-15
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing
Code
#3
Bottom-up (XLNet)
56.4
Standard Parseval (Nuclearity)
· 2022-10-15
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing
Code
#4
Top-down (RoBERTa)
56.1
Standard Parseval (Nuclearity)
· 2022-10-15
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing
Code
#5
Bottom-up (RoBERTa)
55.5
Standard Parseval (Nuclearity)
· 2022-10-15
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing
Code
#6
Top-down (XLNet)
55.2
Standard Parseval (Nuclearity)
· 2022-10-15
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing
Code
#7
Top-down (SpanBERT)
54.5
Standard Parseval (Nuclearity)
· 2022-10-15
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing
Code
#8
Bottom-up (SpanBERT)
53.8
Standard Parseval (Nuclearity)
· 2022-10-15
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing
Code
#9
Guz et al. (2020) (pretrained)
SOTA
46.59
Standard Parseval (Nuclearity)
· 2020-11-06
Unleashing the Power of Neural Discourse Parsers -- A Context and Structure Aware Approach Using Large Scale Pretraining
#10
Bottom-up (BERT)
46.3
Standard Parseval (Nuclearity)
· 2022-10-15
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing
Code
#11
Top-down (BERT)
44.6
Standard Parseval (Nuclearity)
· 2022-10-15
A Simple and Strong Baseline for End-to-End Neural RST-style Discourse Parsing
Code
#12
Guz et al. (2020)
44.41
Standard Parseval (Nuclearity)
· 2020-11-06
Unleashing the Power of Neural Discourse Parsers -- A Context and Structure Aware Approach Using Large Scale Pretraining