Nutrition Care Documentation Quality Assessment on Stroke Survivors 1.0 (test)
2Diagnosis ScoreNutriOrion
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NutriOrionBackbone=GPT-4o-mini, Architecture=Multi-Agent (Structured ADIME + Specialized Roles), Logic=Structured ADIME + Specialized Roles, Number of Agents=10, Output Structure=Structured2026.02 | 2 | 2 | 2 | 1.5 | 7.5 | 97.8 | |
| Claude-Sonnet-4Backbone=Claude-Sonnet-4, Reasoning Paradigm=ReAct, Output Structure=Structured2026.02 | 2 | 2 | 1.5 | 1.5 | 7 | 91.2 | |
| GPT-4.1Backbone=GPT-4.1, Reasoning Paradigm=ReAct, Output Structure=Structured2026.02 | 2 | 1.5 | 1.5 | 1.5 | 6.5 | 91.2 | |
| React-Qwen-2.5-72BBackbone=Qwen-2.5-72B, Reasoning Paradigm=ReAct, Output Structure=Structured2026.02 | 2 | 1.5 | 1.5 | 1 | 6 | 20.8 | |
| Ablation-NoSpecAblation Type=w/o Specialized Roles, Logic=Generic Roles + Fixed DAG, Number of Agents=10, Output Structure=Non-structured2026.02 | 2 | 0 | 0 | 0 | 2 | 85.6 | |
| React-LLaMA-3-70BBackbone=LLaMA-3.1-70B, Reasoning Paradigm=ReAct, Output Structure=Structured2026.02 | 1.5 | 1 | 1.5 | 0.5 | 4.5 | 18.1 | |
| SelfRefine-LLaMA-3-70BBackbone=LLaMA-3.1-70B, Reasoning Paradigm=Self-Refine, Output Structure=Non-structured2026.02 | 1.5 | 0 | 0 | 0 | 1.5 | 43.4 | |
| SelfRefine-Qwen2.5-72BBackbone=Qwen-2.5-72B, Reasoning Paradigm=Self-Refine, Output Structure=Non-structured2026.02 | 1 | 0 | 0 | 0 | 1 | 32.9 | |
| CoT-Qwen-2.5-72BBackbone=Qwen-2.5-72B, Reasoning Paradigm=CoT, Output Structure=Non-structured2026.02 | 1 | 0 | 0 | 0 | 1 | 7.8 | |
| CoT-LLaMA-3-70BBackbone=LLaMA-3.1-70B, Reasoning Paradigm=CoT, Output Structure=Non-structured2026.02 | 1 | 0 | 0 | 0 | 1 | 26.4 | |
| Multiagent-RoundTableArchitecture=Unstructured Collaboration (Round Table), Logic=Unstructured Discussion, Number of Agents=3, Output Structure=Non-structured2026.02 | 1 | 0 | 0 | 0 | 1 | 19.5 | |
| Ablation-NoADIMEAblation Type=w/o ADIME Structure, Logic=Dynamic Delegation, Number of Agents=10, Output Structure=Non-structured2026.02 | 0 | 0 | 0 | 0 | 0 | 24.2 | |
| Multiagent-EnsembleArchitecture=Ensemble Voting, Logic=Parallel Persona Voting, Number of Agents=3+1, Output Structure=Non-structured2026.02 | 0 | 0 | 0 | 0 | 0 | 37.6 |