Update README.md

README.md

@@ -3,6 +3,7 @@ library_name: transformers
 tags:
 - transformers
 - peft
+- arxiv:2406.08391
 license: llama2
 base_model: meta-llama/Llama-2-7b-chat-hf
 datasets:
@@ -15,7 +16,7 @@ datasets:
 
 The model is fine-tuned (calibration-tuned) using a [dataset](https://huggingface.co/datasets/calibration-tuning/Llama-2-7b-chat-hf-20k-choice) of *multiple-choice* generations from `meta-llama/Llama-2-7b-chat-hf`, labeled for correctness. 
 At test/inference time, the probability of correctness defines the confidence of the model in its answer. 
-For full details, please see our [paper](https://arxiv.org/) and supporting [code](https://github.com/activatedgeek/calibration-tuning).
+For full details, please see our [paper](https://arxiv.org/abs/2406.08391) and supporting [code](https://github.com/activatedgeek/calibration-tuning).
 
 **Other Models**: We also release a broader collection of [Multiple-Choice CT Models](https://huggingface.co/collections/calibration-tuning/multiple-choice-ct-models-66043dedebf973d639090821).