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SOTA Unconditional Text Generation benchmarks and papers with code | Wizwand
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Unconditional Text Generation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
OpenWebText
Greedy
Gen. PPL
1.07
227
1mo ago
EMNLP 2017 WMT News
DM-LSTM
Perplexity
36.11
64
4mo ago
OpenWebText (OWT) (test)
TOKENDRIFT
Generation Perplexity
27.35
30
2mo ago
ROCStories
TEncDM Enc
MAUVE
86.8
27
2mo ago
LM1B
MDLM
Entropy
4.29
24
2mo ago
OpenWebText (test)
D3PM Absorb
LLAMA2 Score
692.3
21
4mo ago
Wikipedia
TEncDM Enc
Mauve Score
90.1
18
3mo ago
1024-token unconditional generation uniform source 1.3B parameters (test)
DFM
Entropy (Ent)
8.1
13
2mo ago
Unconditional Text Generation
CoM-DAD (large)
BLEU
47.46
11
4mo ago
WMT News EMNLP2017
PRPN
LM Score
5.24
8
4mo ago
EMNLP WMT News 2017
DM-GPT-2
Human Score
0.512
8
4mo ago
OpenWebText clean accepted set, length-matched
Human (BBC)
c-PPL
14.4
7
23d ago
OpenWebText full 1000-sample pool
Human (BBC)
Repetition Percentage
0
7
23d ago
FineWeb sample-10BT
AC-GPT
MAUVE
0.893
7
1mo ago
OpenWebText (OWT) length 1024
MDLM
Training Duration (days)
2.9
6
2mo ago
OpenWebText (held-out segments)
*Data
MAUVE
1
6
4mo ago
OpenWebText
*Data
MAUVE
1
6
4mo ago
32 Generated Samples (inference)
AATU
Average Perplexity
31.82
6
4mo ago
OpenWebText
BD3-LM + Gumbel Distillation
Clarity
3.41
4
4mo ago
text8 unconditional
-
-
0
4mo ago
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