๐Ÿงญ Roadmap โ€บ 08 ยท Advanced Alignment โ€บ Chain-of-Thought & Reasoning โ€บ Process Reward Models
โ† Chain-of-Thought & Reasoning

Process Reward Models

๐ŸŸก Helpful
Area08 ยท Advanced Alignment
TopicChain-of-Thought & Reasoning
Topic priority๐Ÿ”ด MUST
Subtopic9 of 10
Study this using 5 phases
๐Ÿง  01 Understand

What is Process Reward Models? Why does it exist? Where does it appear in Chain-of-Thought & Reasoning?

๐Ÿ‘๏ธ 02 Visualize

Draw or describe a visual model of Process Reward Models. What does it look like conceptually?

๐Ÿ”ฌ 05 Experiment

Try Process Reward Models on a real example. Vary the inputs and observe what changes.

โš–๏ธ 06 Compare

How is Process Reward Models different from related concepts in Chain-of-Thought & Reasoning? What are the trade-offs?

๐Ÿ—ฃ๏ธ 07 Explain

Explain Process Reward Models in plain language using an analogy. Could a non-expert follow it?

โ† Reasoning Models (o1, R1, Claude 3.7) Test-Time Compute โ†’
โ†‘ All subtopics in Chain-of-Thought & Reasoning
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