Update README.md

README.md

@@ -5,21 +5,24 @@ language:
 - en
 tags:
 - code
-pretty_name: FIM transformed and Slither audited Solidity constructs.
+pretty_name: FIM transformed Solidity constructs.
 size_categories:
 - 10K<n<100K
 license: cc-by-4.0
 ---
-This dataset consists of 22,118 Solidity constructs, namely functions, mappings, structs, modifiers, errors, enums, events, imports, constructors, SPDX-License-Identifiers, using statements and contract definitions with imports and pragmas. The entries in the JSON-file are file_name, size_bytes, code, fim_transformed, and secure. The entry fim_transformed (fill-in-the-middle transformed) is 0 for non-fim transformed examples and 1 for fim transformed examples. The entry secure is 0 for vulnerable examples, 1 for secure examples and 2 for examples for which no special security token is specified.
+This dataset consists of 22,118 Solidity constructs, namely functions, mappings, structs, modifiers, errors, enums, events, imports, constructors, SPDX-License-Identifiers, using statements and contract definitions with imports and pragmas. It is splitted into 18,118 training examples, 2,000 validation examples and 2,000 test examples. The entries in the JSON-file are "file_name", "size_bytes", "code", "fim_transformed", and "secure". The entry "fim_transformed" (fill-in-the-middle transformed) is 0 for non-FIM transformed examples and 1 for FIM transformed examples. The entry "secure" is 0 for vulnerable examples, 1 for secure examples and 2 for examples for which no special security token is specified.
 
 The dataset was created using the fbnhnsl/Preprocessed_Solidity_Dataset_V1 dataset, but three additional steps were applied:
 
+- Constructs Extraction: Constructs such as functions, modifiers and enums were extracted from each file.
+- FIM Transformation: Some of the constructs were FIM transformed (7,499 functions, 1,446 Constructors, 643 Modifiers, 2,698 Imports). The FIM ratio used was 0.4.
+- Token Insertion: Special Tokens were inserted into each file that mark the end of a sequence (<|endoftext|>), secure code (<|secure_function|>, <|secure_constructor|>) and FIM code (<|fim_begin|>, <|fim_hole|>, <|fim_end|>)
 
 If you wish to use this dataset, you can cite it as follows:
 
 ```latex
 @misc{hensel2025fim_solidity_dataset,
-  title = {FIM transformed and Slither audited Solidity constructs},
+  title = {FIM transformed Solidity constructs},
   author={Fabian Hensel},
   year={2025}
 }