Adaptation Overview

In CaLM, we select five major categories of prompts, which are: basic prompt, adversarial prompt (adversarial-ignore and adversarial-doubt), CoT (0-shot CoT and manual CoT), IcL (0-shot IcL, 1-shot IcL, and 3-shot IcL), and EF. Considering that certain prompts are further divided into sub-categories, we finally have nine distinct adaptation strategies.

Comparison with Previous Works

Scenario and Prompt

Previous Works