One of the headlines below is real, the rest are generated by a text generation model. Try to guess the real headline!
florida man, who calls himself a 'kfc cop' and who goes by the name “kfc”, fatally stabs unarmed black man during attempted murder charge.
florida man calls 911 after "mansplaining session"
florida man says ‘i am a world famous wrestler:’ shirtless 19-year-old wielding knives breaks into apartment, police say
florida man is facing dui arrest again, this time for pouring a beer on woman he had just met.
Training data came from scraping headlines from the FloridaMan subreddit. There isn't a ton of data, total about 2000 headlines and I didn't spend any time cleaning or preprocessing due to lack of time. It is very possible there are duplicates, and probably even duplicates in train/test split. But I wanted to get something working quickly and worry about retraining a proper model later.
The model being used is huggingface's GPT-2. There are numerous tutorials on how to get started and how to do traning & inference, and I followed one from the huggingface docs.
The design and operability of this website was modified from a free template offered by Bootstrap. I am not a web developer and this is actually my first site, so I don't claim any credit on the design, look and feel or operability of this site. I give full credit to the Bootstrap developer(s) and a tutorial I followed that showed me how to get started.
The logic behind selecting the headlines and the 'game' aspect of trying to guess the real headline is my own creation. I'm using flask, mongodb and some very rudimentary HTML + CSS.
Incorrect responses means the machine generated model has fooled someone with a fake headline
Correct Responses:
Incorrect Responses:
Things I'd like to integrate:
1. Newer text generation models, or the ability to pick which one to use
2. Scrape more data (or find new sources in which to grab headlines for training)
3. Re-train the model and focus on data cleansing
4. Log additional statistics - present the stats in a better way
This was a fun little personal project for me in which I learned a lot. I'm always looking to improve. Any suggestions are welcome.
floridaman@floridamanengine.com