Preference Alignment on Psoups (test)
1.39Helpfulness (RM)MetaAligner
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MetaAlignerMulti-objective=true, Policy-agnostic=true, Generalizability=true, Training-free=true, Free from RM=false2025.04 | 1.39 | 0.55 | 66 | 0.89 | 0.54 | 74 | 0.84 | |
| AlignerMulti-objective=true, Policy-agnostic=true, Generalizability=true, Training-free=true, Free from RM=false2025.04 | 1.32 | 0.67 | 72 | 0.97 | 0.63 | 70 | 0.9 | |
| Persona-judgeMulti-objective=true, Policy-agnostic=true, Generalizability=true, Training-free=true, Free from RM=true2025.04 | 1.29 | 0.63 | 84 | 0.98 | 0.82 | 98 | 0.93 | |
| Persona-judge-BaseMulti-objective=false, Policy-agnostic=false, Generalizability=true, Training-free=true, Free from RM=true2025.04 | 1.21 | 0.59 | 80 | 1.01 | 0.79 | 88 | 0.9 | |
| SteeringMulti-objective=true, Policy-agnostic=true, Generalizability=true, Training-free=true, Free from RM=false2025.04 | 1.17 | 0.63 | 38 | 0.96 | 0.81 | 66 | 0.89 | |
| ArgsMulti-objective=false, Policy-agnostic=false, Generalizability=true, Training-free=true, Free from RM=true2025.04 | 1.09 | — | 74 | — | 0.98 | 94 | 0.9 | |
| BaseMulti-objective=false, Policy-agnostic=false, Generalizability=false, Training-free=false, Free from RM=false2025.04 | 1.06 | 0.61 | — | 0.97 | 0.83 | — | 0.87 | |
| MODMulti-objective=true, Policy-agnostic=true, Generalizability=true, Training-free=true, Free from RM=false2025.04 | 0.93 | 0.55 | 60 | 0.96 | 0.92 | 84 | 0.84 | |
| MORLHFMulti-objective=true, Policy-agnostic=false, Generalizability=false, Training-free=false, Free from RM=false2025.04 | 0.91 | 0.31 | 14 | 0.88 | 0.84 | 4 | 0.73 | |
| RiCMulti-objective=true, Policy-agnostic=true, Generalizability=true, Training-free=true, Free from RM=false2025.04 | 0.9 | 0.54 | 40 | 0.97 | 0.9 | 70 | 0.83 | |
| MODPOMulti-objective=true, Policy-agnostic=false, Generalizability=false, Training-free=false, Free from RM=false2025.04 | 0.89 | 0.56 | 52 | 0.96 | 0.77 | 80 | 0.8 | |
| Rewarded soupsMulti-objective=true, Policy-agnostic=false, Generalizability=false, Training-free=true, Free from RM=false2025.04 | 0.87 | 0.5 | 34 | 0.95 | 0.87 | 64 | 0.8 | |
| Personalized soupsMulti-objective=true, Policy-agnostic=false, Generalizability=false, Training-free=true, Free from RM=false2025.04 | -0.72 | 0.38 | 72 | 0.92 | 0.73 | 92 | 0.53 |