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SOTA Abstractive Summarization benchmarks and papers with code | Wizwand
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Abstractive Summarization
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
SAMSum
LEARNED SWA
ROUGE-2
28.97
73
4d ago
Gigaword (test)
OFA
ROUGE-1
39.81
58
4d ago
CNN/Daily Mail non-anonymous (test)
BART_LARGE
ROUGE-1
44.16
52
4d ago
CNN/DailyMail full length F-1 (test)
DCA MLE+SEM+RL, mpgen, with-comm, with caa (m7)
ROUGE-1
41.69
48
4d ago
Multi-News
PRIMER
ROUGE-2
21.1
47
4d ago
XSUM (test)
BRIO-Mul
ROUGE-L
40.4
44
4d ago
Gigawords (test)
Risk
ROUGE-1
36.96
27
4d ago
WikiHow
PEGASUS_LARGE
ROUGE-2
22.12
26
4d ago
CNN/DailyMail
BART + RD
ROUGE-1
44.51
25
4d ago
CNN/DailyMail Summarization
Bayes (ours)
Hamming Distance
1.597
20
4d ago
arXiv (test)
Claude Instant + SigExt
R-1
53.7
20
4d ago
MeetingBank (test)
CriSPO
ROUGE-L F-score
54.1
18
4d ago
XSum
T5-large
ROUGE-1
40.67
18
4d ago
AESLC
PEGASUS_LARGE
ROUGE-L
36.51
18
2d ago
How2 (test)
Multi-source Sequence-to-Sequence Model with Hierarchical Attention
Content F1
48.9
18
4d ago
New York Times (test)
BRIO-Mul
ROUGE-1
57.75
18
4d ago
XSum (val)
G-XKD
ROUGE-2
0.1624
16
4d ago
CNNDM full (test)
Z-Code++ Large
ROUGE-1
42
16
4d ago
Annotated English Gigaword (test)
B2T connection
ROUGE-1
39.61
15
4d ago
CNN/DM
SummScore - LEAD-3
ROUGE-1
42.05
14
4d ago
XSum
Transformer++
XSum Score
17.9
14
4d ago
Spotify Podcast 2020 (test)
LoBART(4k)
ROUGE-1
27.81
13
4d ago
Average across 8 datasets
Self-Consistency (SC)
ROUGE Score
19.89
12
4d ago
SciGen sampled (test)
Iterative Refine (IR)
ROUGE Score
18.42
12
4d ago
BookSum sampled (test)
Iterative Refine (IR)
ROUGE Score
17.71
12
4d ago
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