Update README.md

README.md

@@ -1,3 +1,27 @@
----
-license: mit
----
+---
+inference: false
+license: mit
+tags:
+- text-generation
+- mamba
+- long context
+---
+
+# DeciMamba Checkpoint
+
+The official checkpoint of DeciMamba-130m, finetuned for the Document Retrieval task as presented in [DeciMamba: Exploring the Length Extrapolation Potential of Mamba](https://arxiv.org/abs/2406.14528).
+
+See our [Github Repo](https://github.com/assafbk/DeciMamba) for evalution and training scripts. 
+
+Bibtex:
+```
+@misc{benkish2024decimambaexploringlengthextrapolation,
+      title={DeciMamba: Exploring the Length Extrapolation Potential of Mamba}, 
+      author={Assaf Ben-Kish and Itamar Zimerman and Shady Abu-Hussein and Nadav Cohen and Amir Globerson and Lior Wolf and Raja Giryes},
+      year={2024},
+      eprint={2406.14528},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2406.14528}, 
+}
+```