Update README.md

README.md

@@ -10,17 +10,21 @@ base_model: h2oai/h2o-danube2-1.8b-base
 
 # h2o-danube2 with ChatML template
 
-This is a [BAdam fine-tuned](https://arxiv.org/abs/2404.02827 "BAdam: A Memory Efficient Full Parameter Optimization Method for Large Language Models
-") danube2 base model. It uses the ChatML template and was trained on the [Airoboros-3.2](https://huggingface.co/datasets/jondurbin/airoboros-3.2) (CC BY 4.0) dataset from [jondurbin](https://huggingface.co/jondurbin).
+This is a [BAdam fine-tuned](https://arxiv.org/abs/2404.02827 "BAdam: A Memory Efficient Full Parameter Optimization Method for Large Language Models") and [LoRA+](https://arxiv.org/abs/2402.12354 "LoRA+: Efficient Low Rank Adaptation of Large Models") danube2 base model. It uses the ChatML template and was trained on the [Airoboros-3.2](https://huggingface.co/datasets/jondurbin/airoboros-3.2) (CC BY 4.0) dataset from [jondurbin](https://huggingface.co/jondurbin).
 
+## Quants
+
+Thank you [mradermacher](https://huggingface.co/mradermacher)!
+
+- [mradermacher/danube2-1.8b-airoboros-3.2-GGUF](https://huggingface.co/mradermacher/danube2-1.8b-airoboros-3.2-GGUF)
 
 ## Template
 
 ```jinja
-<|im_start>user
+<|im_start|>user
 {{instruction}}<|im_end|>
-<|im_start>assistant
-{{response}}<|im_end>
+<|im_start|>assistant
+{{response}}<|im_end|>
 ```
 
 ## BAdam