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Binary Multiplication on Formal-language benchmark lengths 41-500 (test)
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58.5
Accuracy (%)
TRNN
49.66
51.955
54.25
56.545
May 16, 2026
Accuracy (%)
Updated 16d ago
Evaluation Results
Method
Method
Links
Accuracy (%)
TRNN
Architecture=Tape-RNN
2026.05
58.5
LSTM
2026.05
53.1
PR-LSTM
2026.05
52.9
SRNN
Architecture=Stack-RNN
2026.05
52.7
Transformer
Architecture=encoder-only
2026.05
52.2
RNN
2026.05
50
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