Fault Assessment Efficiency on MMLU/MMLU-Pro Workloads
91.7CoverageRIFT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RIFTQuantization=8-bit integer, Fault Injection=MSB flipping, Evaluation=Mean ± SD over 15 runs2025.12 | 91.7 | 187 | 847 | 0.49 | 7.5 | |
| GenBFAQuantization=8-bit integer, Fault Injection=MSB flipping, Evaluation=Mean ± SD over 15 runs2025.12 | 84.6 | 388 | — | 0.218 | 3.4 | |
| Gradient SelectionQuantization=8-bit integer, Fault Injection=MSB flipping, Evaluation=Mean ± SD over 15 runs2025.12 | 79.2 | 198 | — | 0.4 | 6.2 | |
| Magnitude RankingQuantization=8-bit integer, Fault Injection=MSB flipping, Evaluation=Mean ± SD over 15 runs2025.12 | 73.8 | 245 | — | 0.301 | 4.6 | |
| RFIQuantization=8-bit integer, Fault Injection=MSB flipping, Evaluation=Mean ± SD over 15 runs2025.12 | 65.3 | 1,000 | — | 0.065 | 1 |