Update README.md

README.md

@@ -25,17 +25,23 @@ That format is convenient for fine-tuning GPT models, e.g., in [Axolotl](https:/
 
 ## Dataset Creation
 
+The following procedure was used to create the dataset:
 1. Reddit's API was not used directly, as it switched to a quite restrictive license. Instead, I used older Reddit dump [Subreddit comments/submissions 2005-06 to 2023-12](https://academictorrents.com/details/56aa49f9653ba545f48df2e33679f014d2829c10). Inside big torrent file are zstandard compressed ndjson files, each representing a subreddit.
 2. I downloaded a portion of subreddits from [List of funny subreddits](https://www.reddit.com/r/redditlists/comments/128ayc/list_of_funny_subreddits/).
 3. I filtered a .jsonl files inside .zst to include only the most upvoted thread for each submission.
-4. Each included submission satisfies the following:
-   * Score >= min (10 upvotes),
-   * total len is shorter than max_text_len, and
-  - title is not "[deleted by user]", and
-        - selftext is not "[removed]" or "[deleted]", and
-        - links to itself (reddit link) and not an image, video or external link, and
-        - doesn't start with a link, and
-        - doesn't have a thumbnail.
+4. Filtered submissions satisfy ALL of the following:
+   * score >= min (10 upvotes),
+   * total len is shorter than max_text_len (256 characters),
+   * title is not "[deleted by user]",
+   * selftext is not "[removed]" or "[deleted]",
+   * links to itself (reddit link) and not an image, video or external link,
+   * doesn't start with a link,
+   * doesn't have a thumbnail.
+5. Filtered comments satisfy ALL of the following:
+   * score >= min (5 upvotes),
+   * total len is shorter than max_text_len (256 characters),
+   * Only only top upvoted reply at each reply level is included.
+6. All filtered threads were further filtered with local model for humor detection: [Humor-Research/humor-detection-comb-23](https://huggingface.co/Humor-Research/humor-detection-comb-23/tree/main), which was slected because it performed the best on (lm233/humor_train)[https://huggingface.co/datasets/lm233/humor_train?row=9] dataset. Threads there were not detected as funny were removed.
 
 ## Citation [optional]