Update paper title

README.md

@@ -10,9 +10,8 @@ library_name: pytorch
 
 # CoBit — Continuous Bitstream Diffusion language models
 
-Released checkpoints for **"Towards Closing the Autoregressive Gap in Language
-Modeling via Entropy-Gated Continuous Bitstream Diffusion"** (Batzolis, Girolami,
-Ambrogioni, 2026). Code, configs and full reproduction instructions:
+Released checkpoints for **"CoBit: Language Modeling with Bitstream Diffusion"**
+(Batzolis, Girolami, Ambrogioni, 2026). Code, configs and full reproduction instructions:
 **https://github.com/GBATZOLIS/BitstreamDiffusion** · paper: [arXiv:2605.07013](https://arxiv.org/abs/2605.07013)
 
 Text is modelled as a continuous diffusion process over fixed-width binary
@@ -60,8 +59,7 @@ dataset-specific entropy-rate schedule tables (`entropy_tables/`).
 
 ```bibtex
 @misc{batzolis2026bitstream,
-  title         = {Towards Closing the Autoregressive Gap in Language Modeling
-                   via Entropy-Gated Continuous Bitstream Diffusion},
+  title         = {CoBit: Language Modeling with Bitstream Diffusion},
   author        = {Batzolis, Georgios and Girolami, Mark and Ambrogioni, Luca},
   year          = {2026},
   eprint        = {2605.07013},