Update README.md

README.md

@@ -34,16 +34,6 @@ Example CSV header:
 question_id,question_title,question_body,question_score,question_tags,question_url,answer_body,answer_score,answer_accepted,combined_text,scraped_at
 ```
 
-## License and attribution
-
-Content in this dataset is user-contributed content from Stack Exchange and is licensed under the Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0) license.
-
-When using or redistributing the dataset, include attribution. A suggested attribution statement:
-
-"Data from Mathematics Stack Exchange (math.stackexchange.com). Licensed under CC BY-SA 4.0."
-
-Also include a link to the original question pages (the `question_url` field) when practical.
-
 
 ## How the dataset was generated
 
@@ -60,19 +50,6 @@ Notes:
 - For reproducibility, include the script, the exact arguments used, and the timestamp of generation.
 
 
-## Regenerating the dataset
-
-Prerequisites:
-- Python 3.8+ (or compatible)
-- `requests` (for API calls)
-- Optional: a Stack Exchange API key (recommended for higher rate limits)
-
-Important considerations:
-- Respect Stack Exchange API rate limits; use an API key if you will fetch many pages.
-- The script should include backoff/retry and delays between requests; do not parallelize requests without careful rate-limit handling.
-- If exporting large datasets, consider paging and storing intermediate results.
-
-
 ## Data quality & known limitations
 
 - Bodies are cleaned of HTML but some formatting (math markup, code blocks, LaTeX) may be simplified or lost; consider preserving LaTeX if you need formula fidelity.
@@ -81,46 +58,4 @@ Important considerations:
   - Questions with higher votes and English-language questions are overrepresented if using a top-voted query.
   - Highly specialized or duplicate content may appear.
 - Empty `answer_body` means no answer was available at scraping time.
-- Some fields may contain non-ASCII characters; files are exported with UTF-8 encoding.
-
-
-## Suggested preprocessing for ML
-
-- Deduplicate entries by `question_id`.
-- Normalize or preserve LaTeX as needed (consider using a LaTeX-aware tokenizer when training models that must understand formulas).
-- Truncate or chunk very long texts (both question and answer) when fitting into model context windows.
-- Optionally filter by tags for domain-specific datasets (e.g., `algebra`, `calculus`, `probability`).
-
-
-## Use cases
-
-- Training and evaluating question-answering systems and math tutoring chatbots
-- Fine-tuning language models on math Q&A patterns
-- Research on problem-solving strategies and reasoning in mathematics
-- Building retrieval-augmented systems with real Q&A examples
-
-
-## Privacy, ethics, and policy
-
-- The dataset contains user-contributed content under CC BY-SA; comply with the license and provide attribution.
-- Do not claim the content as your own; include proper attribution and linkbacks where practical.
-- Avoid publishing personally identifiable information beyond what is already publicly available on Stack Exchange.
-
-
-## Citation
-
-If you use this dataset in publications, we suggest citing it as:
-
-Furkan Nar or https://github.com/TheOfficialFurkanNar/StackMathematics. (2026). Mathematics Stack Exchange Q&A Dataset. Retrieved from https://github.com/TheOfficialFurkanNar/StackMathematics (data originally from mathematics.stackexchange.com; licensed CC BY-SA 4.0)
-
-
-## Contact
-Contact via:
-furkannar168@hotmail.com
-For questions about this dataset or generation script, open an issue in this repository or contact the maintainer.
-
-## Community & Support
-
-Join the community to ask questions, discuss the dataset, and get help:
-
-- Discord: https://discord.gg/dcjh8S5H
+- Some fields may contain non-ASCII characters; files are exported with UTF-8 encoding.