Solving semantic puzzles, like https://semantle.com
Solution components comprise:
- Two vocabulary options - english words set and unigram frequency
- Two semantic models - word2vec and USE
- Two solver/search strategies - cohort and gradient
These are then combined in a variety of different notebooks:
- Notebook for playing online
- Notebooks exploring how each solver/search works
- Notebook comparing solvers and human guesses
- Notebook for statistically testing performance
And also use some utilities:
- Semantle simulator to stand in for a remote game
- Performance measurement utilities
Resources (download to data folder):
- english words (unigram freq) https://www.kaggle.com/datasets/rtatman/english-word-frequency
- word2vec semantic model https://drive.google.com/file/d/0B7XkCwpI5KDYNlNUTTlSS21pQmM/edit?usp=sharing