diff --git a/README.md b/README.md
index a618a56..c9a066b 100644
--- a/README.md
+++ b/README.md
@@ -3,12 +3,10 @@
 This repo contains instructions and examples of how to run
 [Kyutai Speech-To-Text](#kyutai-speech-to-text)
 and [Kyutai Text-To-Speech](#kyutai-text-to-speech) models.
-These models are powered by delayed streams modeling (DSM),
-a flexible formulation for streaming, multimodal sequence-to-sequence learning.
 See also [Unmute](https://github.com/kyutai-labs/unmute), an voice AI system built using Kyutai STT and Kyutai TTS.
 
 But wait, what is "Delayed Streams Modeling"? It is a technique for solving many streaming X-to-Y tasks (with X, Y in `{speech, text}`)
-that formalize the approach we had with Moshi and Hibiki. A pre-print paper is coming soon!
+that formalize the approach we had with Moshi and Hibiki. See our [pre-print about DSM](https://arxiv.org/abs/2509.08753).
 
 ## Kyutai Speech-To-Text