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Lecture 4: Prompting and In-Context Learning

Lecture 4 · June 10, 2026

Readings

1. Language Models are Few-Shot Learners
2. Large language models are zero-shot reasoners
3. Self-Consistency Improves Chain of Thought Reasoning in Language Models
4. Tree of Thoughts: Deliberate Problem Solving with Large Language Models
5. Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
6. Lost in the Middle: How Language Models Use Long Contexts