Exploring the Transformer Series (23) --- Length Extrapolation
Length extrapolation in Transformers and LLMs: position encoding methods, RoPE extrapolation, PI, NTK-aware interpolation, YaRN, and Giraffe.
Length extrapolation in Transformers and LLMs: position encoding methods, RoPE extrapolation, PI, NTK-aware interpolation, YaRN, and Giraffe.
RoPE positional encoding, derivation, properties, extrapolation, and implementation.
APE vs RPE in Transformers: differences, representative methods, and relative-position design patterns.
Transformer positional encoding: why it is needed, design evolution, sinusoidal encoding analysis, and NoPE debates.