Update README.md

README.md

@@ -13,10 +13,10 @@ datasets:
 
 # Model Summary
 
-Promptriever is a bi-encoder retrieval model that can take in natural language instructions and prompts. This version, `promptriever-llama2-7b-v1` was instruction-trained on a corpus of 490k MSMarco samples with instructions and 490k without instructions. See the [paper](todo) for more details.
+Promptriever is a bi-encoder retrieval model that can take in natural language instructions and prompts. This version, `promptriever-llama2-7b-v1` was instruction-trained on a corpus of 490k MSMarco samples with instructions and 490k without instructions. See the [paper](https://arxiv.org/abs/2409.11136) for more details.
 
 - **Repository:** [orionw/Promptriever](https://github.com/orionw/promptriever)
-- **Paper:** [Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models](TODO) 
+- **Paper:** [Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models](https://arxiv.org/abs/2409.11136) 
 - **Instruction-Training Dataset:** [samaya-ai/msmarco-w-instructions](https://huggingface.co/datasets/samaya-ai/msmarco-w-instructions)
 
 
@@ -205,9 +205,12 @@ This model was used for research efforts and is not used in any production syste
 
 ```bibtex
 @article{weller2024promptriever,
-  title={Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models},
-  author={Weller, Orion and Van Durme, Benjamin and Lawrie, Dawn and Paranjape, Ashwin and Zhang, Yuhao and Hessel, Jack},
-  journal={arXiv preprint TODO},
-  year={2024}
+      title={Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models}, 
+      author={Orion Weller and Benjamin Van Durme and Dawn Lawrie and Ashwin Paranjape and Yuhao Zhang and Jack Hessel},
+      year={2024},
+      eprint={2409.11136},
+      archivePrefix={arXiv},
+      primaryClass={cs.IR},
+      url={https://arxiv.org/abs/2409.11136}, 
 }
 ```