Yi-6B sets model_max_length=4096. encode() would clip long Wikipedia
pages before we pack seq_len chunks. Raise the cap so only our
chunker limits context.
Route with σ(W_r x), Top-k(s+b), then L1-normalize over the selected set.
Add Switch/GShard aux and router z-loss into train_k3 and train_sft.
Wiki parquet URLs honor HF_ENDPOINT for mirrored downloads.