CS224N Lecture 19: How Small Models Can Move Beyond Brute-Force Scaling
The final lecture frames Open Questions in NLP 2026 as smart scaling: prolonged RL, Prismatic synthetic data, RL as pretraining, and open collaboration seek reasoning gains beyond adding parameters.