Analytical and personal anecdote writing on User study n=45
41.7Preference Rate (Critical Thinking)MA + MetaCrit
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MA + MetaCritSystem Configuration=Multi-agent + Metacognitive Regulation (complete framework with monitoring and control agents)2025.07 | 41.7 | 39.4 | 35.1 | 34.2 | — | — | — | — | |
| Zero-shotSystem Configuration=Single Agent (baseline approach)2025.07 | 31.9 | 32.2 | 34.5 | 37.5 | — | — | — | — | |
| MASystem Configuration=Multi-agent (framework without metacognitive regulation components)2025.07 | 26.4 | 28.3 | 30.4 | 28.3 | — | — | — | — |