Regular Language Recognition on Even Pairs
100AccuracyLSTM
Evaluation results
| Method | Links | |
|---|---|---|
| LSTMBackbone=LSTM2026.05 | 100 | |
| BBT-GRCBackbone=BBT-GRC2026.05 | 100 | |
| MLP-LDRUBackbone=MLP-LDRU2026.05 | 100 | |
| RegularGPTBackbone=RegularGPT2026.05 | 91.9 | |
| TF (~RoPE)Backbone=Transformer, Positional Encoding=~RoPE2026.05 | 91.5 | |
| RNNBackbone=RNN2026.05 | 77.4 | |
| SD-SSMBackbone=SD-SSM2026.05 | 65.7 | |
| TF (ALiBi)Backbone=Transformer, Positional Encoding=ALiBi2026.05 | 61.1 | |
| S5Backbone=S52026.05 | 53.9 | |
| Gated DeltaNetBackbone=Gated DeltaNet2026.05 | 52.2 | |
| TF (NoPE)Backbone=Transformer, Positional Encoding=NoPE2026.05 | 50.3 |