Update README.md

README.md

@@ -16,7 +16,7 @@ license: apache-2.0
 
 # BTLM-3B-8k-chat
 
-BTLM-3B-8k-chat is a chat version of the [BTLM-3B-8K](cerebras/btlm-3b-8k-base) model trained using [DPO](https://arxiv.org/abs/2305.18290) method on [Anthropic-HH-RLHF](Anthropic/hh-rlhf) dataset. The model was specifically trained to align to human preferences and optimized for dialogue use cases.
+BTLM-3B-8k-chat is a chat version of the [BTLM-3B-8K-base](cerebras/btlm-3b-8k-base) model trained using [DPO](https://arxiv.org/abs/2305.18290) method on [Anthropic-HH-RLHF](Anthropic/hh-rlhf) dataset. The model was specifically trained to align to human preferences and optimized for dialogue use cases.
 
 
 
@@ -107,7 +107,7 @@ Table 1: Detailed down-stream tasks comparisons. MMLU task performance is report
 - Lora r: 128
 - Lora alpha: 16
 - Beta: 0.05
-- Learn more: [BTLM-3B-8k-chat blog](blogpage)
+- Learn more: [BTLM-3B-8k-chat blog](https://www.cerebras.net/blog/fine-tuning-language-models-using-direct-preference-optimization)
 
 
 ## Uses and Limitations