Natural Language Understanding on GLUE (MRPC, RTE, SST-2 Subset)
69.9RTE AccuracyNexus
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NexusSecurity Scope=Full (HE)2026.03 | 69.9 | 92.1 | — | 37.3 | |
| PowerFormerSecurity Scope=Full (HE)2026.03 | 69.8 | 92 | 87.8 | 20 | |
| BaselineSecurity Scope=None2026.03 | 69.7 | 92.3 | 90.3 | 1 | |
| BOLTSecurity Scope=Full (HE+MPC)2026.03 | 69.3 | 92.8 | 90 | 60 | |
| NimbusSecurity Scope=Full (HE+MPC)2026.03 | 66.8 | 92.6 | 89.8 | 20 | |
| MPCFormerSecurity Scope=Full (MPC)2026.03 | 64.9 | — | 88.7 | 18 | |
| HELIX* (Base)Security Scope=Linear (HE)2026.03 | 59.6 | 92.3 | 77.8 | 1 | |
| Enc.-FriendlySecurity Scope=Full (HE)2026.03 | 59.3 | 81.9 | 81.5 | 26.5 | |
| HELIX (FT)Security Scope=Linear (HE)2026.03 | 55.6 | 93 | 82 | 1 |