Update README.md

README.md

@@ -9,7 +9,7 @@ library_name: peft
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 - code
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-# Astraios: A Recipe for Parameter-Efficient Instruction Tuning Code Language Models
+# Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models
 <p align="center" width="100%">
 <a ><img src="https://github.com/bigcode-project/astraios/blob/main/visuals/banner.png?raw=true" alt="Astraios" style="width: 20%; min-width: 300px; display: block; margin: auto;"></a>
 </p>
@@ -26,7 +26,7 @@ tags:
 > Astraios-IA3 is an instruction tuned model with 15.5B parameters created by finetuning StarCoderBase on CommitPackFT & OASST as described in the Astraios paper.
 
 - **Repository:** [bigcode-project/astraios](https://github.com/bigcode-project/astraios)
-- **Paper:** [Astraios: A Recipe for Parameter Efficient Instruction Tuning Code Language Models]()
+- **Paper:** [Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models]()
 - **Languages:** 80+ Programming languages
 - **✨Astraios:**
 <table>