Chain of Thought (CoT)
technique technique
Prompting with step-by-step reasoning
Supported languages
Chain of Thought is a prompting technique that improves LLM reasoning by asking them to explicitly show their thinking process step by step before giving a final answer. It dramatically improves performance on logic, math, and complex reasoning tasks.
Concepts
step-by-step-reasoningzero-shot-cotfew-shot-cotself-consistencyintermediate-stepsreasoning-chains
Pros and Cons
Ventajas
- + Significant improvement in reasoning tasks
- + More accurate responses in math and logic
- + Allows verification of thinking process
- + Easy to implement without training
- + Reduces errors in multi-step problems
- + Compatible with any modern LLM
Desventajas
- - Significantly increases token usage
- - Higher response latency
- - Doesn't improve tasks not requiring reasoning
- - Can generate incorrect but convincing reasoning
Casos de Uso
- Mathematical problem solving
- Logical and deductive reasoning
- Code analysis and debugging
- Complex decision making
- Multi-step problems