Update README.md

README.md

@@ -12,17 +12,6 @@ The `sql-create-context-v2` dataset enhances the original dataset built from Wik
 - **Dataset Format:** Transitioned to JSON Lines (JSONL) format for improved handling of large datasets and streamlined processing of individual records.
 - **Structured Query Representation:** Each SQL query answer is now encapsulated within an object keyed by `SQL_Query`, facilitating clearer separation between the query text and other metadata.
 
-## Cleansing and Augmentation
-
-Building upon the original dataset's cleansing and augmentation process, this version maintains the use of SQLGlot for parsing and inferring data types while introducing...
-
-## TODO
-
-- Convert queries and CREATE TABLE statements into different SQL dialects using SQLGlot.
-- Include references to the dialect in the question for better understanding.
-- Expand informative contexts beyond CREATE TABLE statements.
-- Enhance datatype parsing to address inconsistencies like numeric column names and strings as numbers.
-
 ## Sample Entries
 
 ```json
@@ -40,6 +29,7 @@ Building upon the original dataset's cleansing and augmentation process, this ve
 Citing this Work
 If you use the sql-create-context-v2 dataset, please cite the following in addition to the original works:
 
+
 ```
 @misc{sql-create-context-v2_2024,
   title   = {sql-create-context-v2 Dataset},
@@ -49,7 +39,9 @@ If you use the sql-create-context-v2 dataset, please cite the following in addit
   note    = {Enhancements and modifications to the original sql-create-context dataset for improved usability and processing.}
 }
 ```
+
 Datasets Used to Create This Dataset
+
 ```
 @misc{b-mc2_2023_sql-create-context,
   title   = {sql-create-context Dataset},
@@ -59,6 +51,7 @@ Datasets Used to Create This Dataset
   note    = {This dataset was created by modifying data from the following sources: \cite{zhongSeq2SQL2017, yu2018spider}.},
 }
 ```
+
 ```
 Datasets used to create this dataset
 @article{zhongSeq2SQL2017,
@@ -69,6 +62,7 @@ Datasets used to create this dataset
   year    = {2017}
 }
 ```
+
 ```
 @article{yu2018spider,
   title   = {Spider: A large-scale human-labeled dataset for complex and cross-domain semantic parsing and text-to-sql task},
@@ -76,4 +70,4 @@ Datasets used to create this dataset
   journal = {arXiv preprint arXiv:1809.08887},
   year    = {2018}
 }
-```
+```