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Language Modeling on WikiText-103 (PPL and Spiking Rate)
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20.51
Perplexity (PPL)
Transformer
19.7404
24.9352
30.13
35.3248
Jun 11, 2026
Perplexity (PPL)
Spiking Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Perplexity (PPL)
Spiking Rate
Transformer
SNN=No, Params=231M
2026.06
20.51
-
S4
SNN=No, Params=249M
2026.06
20.95
-
LongSpike
SNN=Yes, Params=75M
2026.06
32.31
27.05
SpikingSSM
SNN=Yes, Params=75M
2026.06
33.94
26.4
SpikeGPT
SNN=Yes, Params=213M
2026.06
39.75
-
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