Circuit Discovery on Bias-in-Bios
36.5Runtime (s)CircuitLasso
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CircuitLassoLLM Backbone=Pythia-70M2026.06 | 36.5 | 41 | |
| CircuitLassoLLM Backbone=Gemma-2-2b2026.06 | 47.2 | 55 | |
| CircuitLasso-retrainedLLM Backbone=Pythia-70M2026.06 | 61.9 | — | |
| CircuitLasso-retrainedLLM Backbone=Gemma-2-2b2026.06 | 72.5 | — | |
| CircuitLassoLLM Backbone=Gemma-2-9b2026.06 | 107.4 | 59 | |
| CircuitLasso-retrainedLLM Backbone=Gemma-2-9b2026.06 | 125.2 | — | |
| SHIFTLLM Backbone=Pythia-70M2026.06 | 257.6 | 49 | |
| SHIFT-retrainLLM Backbone=Pythia-70M2026.06 | 356.3 | — | |
| SHIFTLLM Backbone=Gemma-2-2b2026.06 | 371.2 | 65 | |
| SHIFT-retrainLLM Backbone=Gemma-2-2b2026.06 | 476.8 | — | |
| SHIFTLLM Backbone=Gemma-2-9b2026.06 | 908.4 | 71 | |
| SHIFT-retrainLLM Backbone=Gemma-2-9b2026.06 | 1,056 | — |