Venue: ICLR 2022 Track Blog

Reviews:

final_score: rating: 9: Top 15% of accepted papers, strong accept
review_content: In this blog, the authors study in-depth PPLM (Dathathri et al., 2020), reports important insight regarding hyperparameters, studies the effect of using prompts and weighted BoW and finally provide an amazing visualization on how PPLM controls LMs. The blog is well-structured, easy to read, and precise when it comes to scientific results.

Pros
- the blog is very well written and clear. It provides insight into how sensible the hyper-parameters are and shows the importance of prompts. 
- the "mammoth metaphor" section is well-curated, the drawings are beautiful and very insightful. Aside from the picture style, the drawing metaphor is accurate and helps the reader to better understand how PPLM works. 
- the text complexity study is very interesting and opens new research directions. 

review_title: Review

Decision: Accept