Update README.md

README.md

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-# Thai Public Investment Consultant (IC) Exams 
-https://www.set.or.th
+---
+license: apache-2.0
+task_categories:
+- question-answering
+language:
+- th
+tags:
+- finance
+- multiple-choices
+- exams
+pretty_name: Thai Public Investment Consultant (IC) Exams
+size_categories:
+- n<1K
+---
+# Thai Public Investment Consultant (IC) Exams Dataset
 
-by 
+## Overview
+This dataset comprises a collection of exam questions and answers from the Thai Public Investment Consultant (IC) Examinations. It's a valuable resource for developing and evaluating question-answering systems in the finance sector.
 
+### Dataset Source
+[The Stock Exchange of Thailand (SET)](https://www.set.or.th)
+
+### Maintainer
 Dr. Kobkrit Viriyayudhakorn
-([email protected])
+Email: [email protected]
+
+## Dataset Description
+
+This dataset is a meticulously curated collection of examination materials for the Thai Public Investment Consultant (IC) exams. It includes a variety of features to facilitate research and development in the field of question-answering systems, particularly within the finance sector.
+
+### Key Features
+- **Split Data**: The dataset is divided into training and testing sets, allowing for effective model training and evaluation.
+- **Question Format**: All questions are provided in text format.
+- **Multiple Choice Questions**: The dataset includes multiple choice questions, offering a range of possible answers for each query.
+- **Solutions**: Correct answers to all questions are provided.
+- **Solution Explanation**: Detailed explanations accompany each solution, offering insights into the reasoning behind the correct answers.
+- **Thai Human Verification**: Each item in the dataset has been verified by a Thai-speaking individual who is not a domain expert, ensuring the clarity and accessibility of the content.
+- **Extra Annotations**:
+  - `isAnswerable`: Indicates whether the question can be answered with the provided text alone, without the need for additional information such as visual aids.
+  - `isMultipleChoice`: Identifies if the question is a multiple choice question.
+  - `isSingleChoiceSolution`: Specifies if there is only one correct answer among the provided choices.
+
+## Data Structure
+
+The dataset is divided into different sections based on the complexity and type of exams:
+
+1. **IC Basic Level (ic_ex)**
+   - [Questions](https://member.set.or.th/professional/Download/licence/ic_ex/question.pdf)
+   - [Exams Explanation](https://portal.set.or.th/professional/Download/licence/ic_ex/explain.pdf)
+
+2. **IC Plain Level (ic_plain)**
+   - [Questions](https://media.set.or.th/set/Documents/2022/Apr/Practice_Plain_Question.pdf)
+   - [Answers](https://media.set.or.th/set/Documents/2022/Apr/Practice_Plain_Question_Answer.pdf)
+
+3. **IC Complex Level Part 2 (ic_p2)**
+   - [Questions](https://media.set.or.th/set/Documents/2022/Apr/Practice_Complex_P2_Question.pdf)
+   - [Answers](https://media.set.or.th/set/Documents/2022/Apr/Practice_Complex_P2_Question_Answer.pdf)
 
-## ic_ex				
-Question	https://member.set.or.th/professional/Download/licence/ic_ex/question.pdf
+4. **IC Complex Level Part 3 (ic_p3)**
+   - [Questions](https://media.set.or.th/set/Documents/2022/Apr/Practice_Complex_P3_Question.pdf)
+   - [Answers](https://media.set.or.th/set/Documents/2022/Apr/Practice_Complex_P3_Question_Answer.pdf)
 
-Exam	https://portal.set.or.th/professional/Download/licence/ic_ex/explain.pdf					
-						
-## ic_plain						
-Question	https://media.set.or.th/set/Documents/2022/Apr/Practice_Plain_Question.pdf					
+### Usage
+This dataset is particularly useful for researchers and developers focusing on AI and machine learning applications in the finance sector. It provides a realistic and challenging environment for training and testing question-answering systems.
 
-Exam	https://media.set.or.th/set/Documents/2022/Apr/Practice_Plain_Question_Answer.pdf					
-						
-## ic_p2						
-Question	https://media.set.or.th/set/Documents/2022/Apr/Practice_Complex_P2_Question.pdf					
+### Compliance and Verification
+The dataset adheres to the highest standards of academic and research integrity. All data has been verified for accuracy and relevance, ensuring its reliability for educational and research purposes.
 
-Exam	https://media.set.or.th/set/Documents/2022/Apr/Practice_Complex_P2_Question_Answer.pdf					
-						
-## ic_p3						
-Question	https://media.set.or.th/set/Documents/2022/Apr/Practice_Complex_P3_Question.pdf					
+For comprehensive usage guidelines and licensing details, refer to the Apache 2.0 License.
 
-Exam	https://media.set.or.th/set/Documents/2022/Apr/Practice_Complex_P3_Question_Answer.pdf					
+### Acknowledgements
+The dataset is a collaborative effort between Dr. Kobkrit Viriyayudhakorn and The Stock Exchange of Thailand (SET), reflecting their commitment to advancing the field of financial education and AI research.