Update README.md

README.md

@@ -9,7 +9,7 @@ tags:
 
  # ARC-Encoder models
 
- This page houses `ARC8-Encoder_multi` from three different versions of pretrained ARC-Encoders. Architectures and methods to train them are described in the paper *ARC-Encoder: learning compressed text representations for large language models* available [here](https://github.com/kyutai-labs/ARC-Encoder/blob/main/ARC_Encoder_preprint.pdf). A code to reproduce the pretraining, further fine-tune the encoders or even evaluate them on dowstream tasks is available at [ARC-Encoder repository](https://github.com/kyutai-labs/ARC-Encoder/tree/main).
+ This page houses `ARC8-Encoder_multi` from three different versions of pretrained ARC-Encoders. Architectures and methods to train them are described in the paper *ARC-Encoder: learning compressed text representations for large language models* available [here](https://arxiv.org/abs/2510.20535). A code to reproduce the pretraining, further fine-tune the encoders or even evaluate them on dowstream tasks is available at [ARC-Encoder repository](https://github.com/kyutai-labs/ARC-Encoder/tree/main).
 
  ## Models Details 
 
@@ -20,7 +20,7 @@ tags:
 
  ### Uses
 
- As described in the [paper](https://github.com/kyutai-labs/ARC-Encoder/blob/main/ARC_Encoder_preprint.pdf), the pretrained ARC-Encoders can be fine-tuned to perform various downstream tasks.
+ As described in the [paper](https://arxiv.org/abs/2510.20535), the pretrained ARC-Encoders can be fine-tuned to perform various downstream tasks.
 You can also adapt an ARC-Encoder to a new pooling factor (PF) by fine-tuning it on the desired PF.
 For optimal results, we recommend fine-tuning toward a lower PF than the one used during pretraining.
 To reproduce the results presented in the paper, you can use our released fine-tuning dataset, [ARC_finetuning](https://huggingface.co/datasets/kyutai/ARC_finetuning).
@@ -36,9 +36,12 @@ Terms of use: As the released models are pretrained from Llama3.2 3B backbone, A
  If you use one of these models, please cite:
 
  ```bibtex
-@techreport{pilchen2025arc_encoder,
-  title={ARC-Encoder: learning compressed text representations for large language models},
-  author={Pilchen, Hippolyte and Grave, Edouard and P{\'e}rez, Patrick},
-  year={2025}
+@misc{pilchen2025arcencoder,
+    title={ARC-Encoder: learning compressed text representations for large language models},
+    author={Hippolyte Pilchen and Edouard Grave and Patrick Pérez},
+    year={2025},
+    eprint={2510.20535},
+    archivePrefix={arXiv},
+    primaryClass={cs.CL}
 }
 ```