Update README.md

README.md

@@ -7,6 +7,8 @@ language:
 base_model: mistralai/Mistral-7B-v0.1
 pipeline_tag: text-generation
 ---
+see our paper in https://arxiv.org/abs/2401.01335 
+
 # zephyr-7b-sft-full-spin-iter1
 
 This model is a self-play fine-tuned model at iteration 1 from [alignment-handbook/zephyr-7b-sft-full](https://huggingface.co/alignment-handbook/zephyr-7b-sft-full) using synthetic data based on on the [HuggingFaceH4/ultrachat_200k](https://huggingface.co/datasets/HuggingFaceH4/ultrachat_200k) dataset.
@@ -23,16 +25,16 @@ This model is a self-play fine-tuned model at iteration 1 from [alignment-handbo
 ### Training hyperparameters
 The following hyperparameters were used during training:
 
-learning_rate: 5e-07
-train_batch_size: 8
-seed: 42
-distributed_type: multi-GPU
-num_devices: 8
-total_train_batch_size: 64
-optimizer: RMSProp 
-lr_scheduler_type: linear 
-lr_scheduler_warmup_ratio: 0.1
-num_epochs: 2.0
+- learning_rate: 5e-07
+- train_batch_size: 8
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 8
+- total_train_batch_size: 64
+- optimizer: RMSProp 
+- lr_scheduler_type: linear 
+- lr_scheduler_warmup_ratio: 0.1
+- num_epochs: 2.0
 
 ## Citation
 ```