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Language Modeling on WikiText-103 small setting (test)
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32.8
Perplexity
Delta RNN
30.6004
45.4477
60.295
75.1423
Jun 11, 2021
Mar 2, 2022
Nov 22, 2022
Aug 14, 2023
May 5, 2024
Jan 25, 2025
Oct 17, 2025
Perplexity
Updated 1mo ago
Evaluation Results
Method
Method
Links
Perplexity
Delta RNN
Slow net=Feedforward,...
2021.06
32.8
RDN
Slow net=Recurrent, Up...
2021.06
33.6
Delta LSTM
Slow net=Feedforward,...
2021.06
33.8
Transformer
Context truncation=256...
2021.06
34.1
Delta RNN
Slow net=Feedforward,...
2021.06
35
Delta Net
Slow net=Feedforward,...
2021.06
35.2
Delta Delta Net
Slow net=Feedforward,...
2021.06
35.2
RDN
Slow net=Recurrent, Up...
2021.06
35.2
Delta MLP
Slow net=Feedforward,...
2021.06
36.8
Linear Transformer
Slow net=Feedforward,...
2021.06
38.3
NAMEx-Full-Mom
Params=70M / 216M, Mom...
2025.10
82.94
NAMEx-Full
Params=70M / 216M, Mom...
2025.10
83.16
NAMEx-Mom
Params=70M / 216M, Mom...
2025.10
83.59
EP-CAMEx-Mom
Params=70M / 216M, Mom...
2025.10
84.05
NAMEx
Params=70M / 216M, Mom...
2025.10
84.12
CAMEx
Params=70M / 216M
2025.10
84.48
SMoE (Top-2)
Params=70M / 216M
2025.10
84.81
EP-CAMEx
Params=70M / 216M, Mom...
2025.10
85.03
SMEAR
Params=70M / 216M
2025.10
87.24
SMoE (Top-1)
Params=70M / 216M
2025.10
87.79
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