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README.md

@@ -20,9 +20,9 @@ hierarchical state-space module. This removes TinyLlama's RoPE positional limit
 2K tokens, Hallamonic does not.
 
 This is the final checkpoint (`Phase 2`, full fine-tune, step 5000) from the
-**Harmonic** paper. See [Omibranch/Harmonic](https://github.com/Omibranch/Harmonic)
-for code, the paper, and the small-scale (7M-112M param) Harmonic results this
-architecture is based on.
+**Harmonic** paper: [arxiv.org/abs/2606.24650](https://arxiv.org/abs/2606.24650).
+See [Omibranch/Harmonic](https://github.com/Omibranch/Harmonic) for code and the
+small-scale (7M-112M param) Harmonic results this architecture is based on.
 
 ## Result