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4 changes: 2 additions & 2 deletions train/tr11-176B-ml/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -335,7 +335,7 @@ Thus: `sqrt(1/(14336*3)) = 0.00482197968631537`

### Positional Encoding

We use the added by us AliBi implementation:
We use the AliBi implementation added by us:

```
--position-embedding-type alibi \
Expand All @@ -345,7 +345,7 @@ Paper: [Train Short, Test Long: Attention with Linear Biases Enables Input Lengt

### Embed LayerNorm

We use the added by us embedding layer norm which makes the training more stable at a small training slowdown cost and a tiny additional amount of memory.
We use the embedding layer norm added by us which makes the training more stable at a small training slowdown cost and a tiny additional amount of memory.

```
--embed-layernorm \
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