Safety, alignment & interpretability· 2019
BERT Rediscovers the Classical NLP Pipeline
On the reading lists
- #58 in Safety, alignment & interpretability (2026 edition)
Why it matters
Showed BERT layers recapitulate classical NLP pipeline.
Condensed from the expert lists' notes.
The record
- First released
- 2019 (from arXiv 1905.05950)
- Citations
- 2,113 citations, as counted by Papers With Code (CC BY-SA 4.0)
- Named by
- the grok list only
- Score
- 0.309 · computed rank 584 · consensus 0.26, must-read 0, citations percentile 0.66 (2010s · safety), awards 0, existing lists 0. Method
Data sources
Catalogue data from OpenAlex (CC0), Crossref (CC0 metadata; no abstracts are shown), arXiv, and Papers With Code (CC BY-SA 4.0). Each count names its source. See the method.