Language, speech & LLMs· report· 2021
On the Opportunities and Risks of Foundation Models
On the reading lists
- #3 on the Other landmark works shelf (2026 edition)
Why it matters
Defined and systematized the foundation-model paradigm, capabilities, risks, and research agenda.
Condensed from the expert lists' notes.
The record
- First released
- 2021 (from arXiv 2108.07258)
- Citations
- 7,542 citations, as counted by Papers With Code (CC BY-SA 4.0)
- Named by
- both expert lists
- Also relevant to
- Safety, alignment & interpretability
Editor's notes
- Classed as report: Stanford CRFM presents it as a report: a synthesis by over 100 authors, not a single research contribution. (AI draft (Claude), not yet reviewed, 2026-10-29)
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.