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A completely uniform transformer for parity

Published 5 Jan 2025 in cs.LG and cs.AI | (2501.02535v1)

Abstract: We construct a 3-layer constant-dimension transformer, recognizing the parity language, where neither parameter matrices nor the positional encoding depend on the input length. This improves upon a construction of Chiang and Cholak who use a positional encoding, depending on the input length (but their construction has 2 layers).

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