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Published at November 26Efficient Deployment of Transformer Models in Analog In-Memory Computing Hardware
cs.AR
cs.LG
Released Date: November 26, 2024
Authors: Chen Li1, Corey Lammie2, Manuel Le Gallo2, Bipin Rajendran1
Aff.: 1King's College London; 2IBM Research Zurich

| GLUE Task | Score | Score after Conductance Drift | ||||||
|---|---|---|---|---|---|---|---|---|
| 0s | 1h | 1d | 1w | 1m | 1y | 10y | ||
| SST-2 | 92.8 | 91.2 | 90.9 | 90.8 | 90.6 | 90.6 | 90.4 | 90.0 |
| MNLI-m/mm | 83.3/82.6 | 82.8/83.3 | 82.6/83.0 | 82.4/82.7 | 82.1/82.6 | 82.0/82.4 | 81.7/82.0 | 81.2/82.6 |
| MRPC | 88.8 | 87.6 | 87.5 | 87.5 | 87.2 | 87.3 | 87.1 | 86.4 |
| QNLI | 90.6 | 90.9 | 90.9 | 90.8 | 90.6 | 90.3 | 90.0 | 89.5 |
| QQP | 70.2 | 86.9 | 87.0 | 86.9 | 86.7 | 86.6 | 86.4 | 86.2 |
| RTE | 66.2 | 52.9 | 53.4 | 54.3 | 55.4 | 54.2 | 53.3 | 53.4 |
| STS-B | 84.4 | 87.5 | 87.3 | 87.0 | 86.9 | 86.7 | 86.2 | 85.6 |
| CoLA | 50.5 | 46.0 | 44.6 | 42.7 | 40.6 | 39.8 | 39.1 | 37.3 |
| GLUE | 78.8 | 78.8 | 78.6 | 78.3 | 78.1 | 77.8 | 77.4 | 76.9 |