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ResearchFormerly WizWand

Circuit Recovery

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

NAP-IG-Activations

1.11CPR Faithfulness Score

18

Apr 28, 2026

1.06CPR Faithfulness Score

18

Apr 28, 2026

49CPR (Faithfulness Score)

18

Apr 28, 2026

1.13CPR (Faithfulness Score)

14

Apr 28, 2026

91CPR Faithfulness Score

14

Apr 28, 2026

Circuit Recovery Evaluation Suite (IOI, MCQA, Arithmetic, ARC) Llama-3 (3B to 8B) Transfer (test)

46Arithmetic (+) Score

13

Apr 28, 2026

Qwen 0.5B -> 3B 2.5

NAP-IG-Inputs Gold (Upper Bound)

0.32Arithmetic (-) Score

13

Apr 28, 2026

Qwen Circuit Recovery Suite 0.5B -> 1.5B 2.5

DFA (In-Distribution)

40Arithmetic (-) Score

13

Apr 28, 2026

Circuit Recovery Evaluation Suite Llama-3 1B to 8B

NAP-IG-Inputs (DFA (Far/Zero-Shot))

67Arithmetic (+) Accuracy

13

Apr 28, 2026

Aggregate IOI, MCQA, Arithmetic, ARC

87CPR Faithfulness Score

13

Apr 28, 2026

51CPR Faithfulness Score

5

Apr 28, 2026