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Language Modeling on PTB (val)

20.26Perplexity

MDM-Prime-v2

Updated 8d ago

Evaluation Results

Method	Links
MDM-Prime-v2 2026.03		20.26
MDM-Prime-v2 2026.03		24.5
BERT-Large-CAS 2019.04		36.14
BERT-CAS 2019.04		39.97
AWD-LSTM-MoS 2019.04		43.47
MDM-Prime 2026.03		44.49
GPT-CAS 2019.04		46.24
AWD-LSTM-DOC (fin) x 5 2018.08		48.63
AWD-LSTM-DOC x 5 2018.08		49.99
AWD-LSTM-MoS 2019.04		50.2
Tensor-Transformer 2020.03		51.6
MDM-Prime 2026.03		53.77
MDM-Prime 2026.03		53.98
AWD-LSTM-DOC (fin) 2018.08		54.12
Tensor-Transformer 2020.03		54.3
AWD-LSTM-DOC 2018.08		54.62
Tensor-Transformer 2020.03		55.4
AWD-LSTM-MoS 2018.08		56.54
Transformer-XL 2020.03		56.7
AMC 2018.05		57.1
AMC 2018.05		57.1
AMC 2018.05		57.3
AMC 2018.05		57.3
DET 2018.05		57.5
AMC 2018.05		57.5
AMC 2018.05		57.5
AMC 2018.05		57.5
AMC 2018.05		57.8
AMC 2018.05		57.9
AMC 2018.05		57.9
AMC 2018.05		58
Tensor-Transformer 2020.03		58
AMC 2018.05		58.1
LSTM + 15 softmax experts 2018.06		58.1
DARTS (second order) 2018.06		58.1
AWD-LSTM-MoS 2020.03		58.1
DARTS 2nd 2021.06		58.1
AMC 2018.05		58.3
AMC 2018.05		58.4
AMC 2018.05		58.5
AWD-LSTM + Fraternal Dropout 2018.08		58.9
Adaptive Input 2020.03		59.1
AMC 2018.05		59.6
AMC 2018.05		59.7
AMC 2018.05		59.7
Tensor-Transformer 2020.03		59.7
GDAS 2021.06		59.8
AWD-LSTM 2018.08		60
AWD-LSTM 2022.01		60
DARTS (first order) 2018.06		60.2
DARTS 1st 2021.06		60.2
LSTM 2018.06		60.7
ENAS (Pham et al., 2018b)+ 2018.06		60.8
ENAS++ 2021.06		60.8
LSTM with skip connections 2018.08		60.9
DET 2018.05		60.9
LSTM + skip connections 2018.06		60.9
Random search baseline+ 2018.06		61.8
Random search 2021.06		61.8
MDM-Prime 2026.03		62.62
Variational RHN + WT + IOG 2018.08		67
Variational RHN + WT 2018.08		67.9
Variational RHN 2018.06		67.9
ENAS (Pham et al., 2018b)* 2018.06		68.3
Variational RHN 2018.08		71.2
Tensor-Transformer 2020.03		71.7
BERT 2019.04		72.99
MDM-Prime 2026.03		74.81
Tied-LSTM 2020.03		75.7
Variational LSTM (large) 2018.08		77.9
GPT 2019.04		79.44
AR 2026.05		81.07
Variational LSTM (medium) 2018.08		81.9
AR Transformer 2025.06		82
ARM 2026.03		82.05
LSTM (large) 2018.08		82.2
LSTM (medium) 2018.08		86.2
MDM 2026.03		87.29
DCDM 2026.05		87.82
Duo 2026.03		89.35
EDLM-coAR 2026.03		89.73
LoopMDM 2026.05		90.2
MDLM 2026.05		90.96
EDLM-NCE 2026.03		93.21
MDM 2026.03		95.26
BD3-LM 2025.06		95.87
BD3-LM 2026.03		96.81
BDLM 2026.05		96.81
Eso-LMs 2025.06		97.46
SEDD Absorb 2025.06		99.59
SEDD 2026.03		100.09
MDLM 2025.06		100.17
LoopMDM 2026.05		100.2
ARM 2026.03		103.25
Eso-LMs 2025.06		105.19
MDM 2026.05		108.5
Eso-LMs 2025.06		110.7
LoopMDM 2026.05		124.6
Eso-LMs 2025.06		126.29
VL-HMM 2022.01		128.6

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