results/context_results_all_methods/summary.md

# AutoDataLab++ Method Context Summary

| Method | Task | RAG | Model route | Fallback | Auto-finish | Policy reward | Terminal | Consulted |
|---|---|---:|---|---|---|---:|---:|---|
| sft | expert_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2827 | 0.8827 | analyst, finance, strategy, hr |
| sft | risk_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2839 | 0.8839 | analyst, finance, strategy, hr |
| sft | crisis_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2805 | 0.8805 | analyst, finance, strategy, hr |
| sft | expert_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2925 | 0.8925 | analyst, finance, strategy, hr |
| sft | risk_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2948 | 0.8948 | analyst, finance, strategy, hr |
| sft | crisis_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2914 | 0.8914 | analyst, finance, strategy, hr |
| dpo | expert_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:strategy -> consult:strategy -> consult:strategy` | `consult:hr -> summarize -> submit` | `-` | -0.26 | 0.8827 | analyst, finance, strategy, hr |
| dpo | risk_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:strategy -> consult:strategy -> consult:strategy` | `consult:hr -> summarize -> submit` | `-` | -0.26 | 0.8839 | analyst, finance, strategy, hr |
| dpo | crisis_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:strategy -> consult:strategy -> consult:strategy` | `consult:hr -> summarize -> submit` | `-` | -0.26 | 0.8805 | analyst, finance, strategy, hr |
| dpo | expert_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:strategy -> consult:strategy -> consult:strategy` | `consult:hr -> summarize -> submit` | `-` | -0.26 | 0.8925 | analyst, finance, strategy, hr |
| dpo | risk_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:strategy -> consult:strategy -> consult:strategy` | `consult:hr -> summarize -> submit` | `-` | -0.26 | 0.8948 | analyst, finance, strategy, hr |
| dpo | crisis_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:strategy -> consult:strategy -> consult:strategy` | `consult:hr -> summarize -> submit` | `-` | -0.26 | 0.8914 | analyst, finance, strategy, hr |
| sft_dpo | expert_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2827 | 0.8827 | analyst, finance, strategy, hr |
| sft_dpo | risk_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2839 | 0.8839 | analyst, finance, strategy, hr |
| sft_dpo | crisis_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2805 | 0.8805 | analyst, finance, strategy, hr |
| sft_dpo | expert_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2925 | 0.8925 | analyst, finance, strategy, hr |
| sft_dpo | risk_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2948 | 0.8948 | analyst, finance, strategy, hr |
| sft_dpo | crisis_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2914 | 0.8914 | analyst, finance, strategy, hr |
| grpo_rlvr | expert_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2827 | 0.8827 | analyst, finance, strategy, hr |
| grpo_rlvr | risk_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2839 | 0.8839 | analyst, finance, strategy, hr |
| grpo_rlvr | crisis_brief | False | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2805 | 0.8805 | analyst, finance, strategy, hr |
| grpo_rlvr | expert_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2925 | 0.8925 | analyst, finance, strategy, hr |
| grpo_rlvr | risk_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2948 | 0.8948 | analyst, finance, strategy, hr |
| grpo_rlvr | crisis_brief | True | `consult:analyst -> consult:finance -> consult:strategy -> consult:hr -> summarize -> submit` | `-` | `-` | 1.2914 | 0.8914 | analyst, finance, strategy, hr |