Cleared up README

README.md

@@ -18,11 +18,7 @@ Improving on previous datasets for idiomaticity detection, we keep the form of t
 
 ## Dataset Structure
 
-### Per instance example
-
-ID,Idiom,Sentence_Original,Sentence_Cleaned,Extracted_Phrase,label
-
-ID_i_187a,scratch the surface,"So far , research into psychoneuroimmunology has done no more than scratch the surface of this potentially important topic .","So far, research into psychoneuroimmunology has done no more than scratch the surface of this potentially important topic.",scratch the surface,i
+### Per Instance Example
 
 ```json
 {
@@ -57,6 +53,7 @@ We also balance the expressions across each PIE. For instance, if there are two
 
 ## Citation Information
 
+```bibtex
 @misc{mi2025rollingdiceidiomaticityllms,
       title={Rolling the DICE on Idiomaticity: How LLMs Fail to Grasp Context}, 
       author={Maggie Mi and Aline Villavicencio and Nafise Sadat Moosavi},
@@ -66,7 +63,7 @@ We also balance the expressions across each PIE. For instance, if there are two
       primaryClass={cs.CL},
       url={https://arxiv.org/abs/2410.16069}, 
 }
-
+```