# Circuit Recovery on ARC-E Source: [Circuit Recovery on ARC-E]() Collection index: [llms.txt]() Data updated: 2026-04-28T10:11:43.562Z Evaluation of model performance on the ARC-E dataset for the Circuit Recovery task, measured by the CPR faithfulness score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Circuit Recovery | | Dataset (including any stated split) | ARC-E | | Metric | CPR Faithfulness Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [CPR Faithfulness Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | CPR Faithfulness Score | Result date | Report paper | | --- | --- | --- | --- | | NAP-IG-Inputs | 1.06 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Activations | 0.9 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP | 0.89 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 0.54 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 0.52 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 0.47 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 0.41 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP | 0.4 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Activations | 0.35 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 0.31 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 0.29 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 0.29 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP | 0.29 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Activations | 0.29 | Not recorded | 69f03f7555a3c32af89fa4df | | Baseline | 0.27 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP | 0.27 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Activations | 0.27 | Not recorded | 69f03f7555a3c32af89fa4df | | Baseline | 0.25 | Not recorded | 69f03f7555a3c32af89fa4df | ### NAP-IG-Inputs CPR Faithfulness Score: 1.06. Result ID: 69f087cc47f34ce924d70ebd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP-IG-Inputs","Transfer Setting":"Gold (Upper Bound)"}. This record does not assert independent reproduction. ### NAP-IG-Activations CPR Faithfulness Score: 0.9. Result ID: 69f087cc47f34ce924d70ec5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP-IG-Activations","Transfer Setting":"Gold (Upper Bound)"}. This record does not assert independent reproduction. ### NAP CPR Faithfulness Score: 0.89. Result ID: 69f087cc47f34ce924d70ec1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP","Transfer Setting":"Gold (Upper Bound)"}. This record does not assert independent reproduction. ### NAP-IG-Inputs CPR Faithfulness Score: 0.54. Result ID: 69f087cc47f34ce924d70f1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer Setting":"DFA (Near-Distribution)","Model Pair":"Llama-3 (1B -\> 3B)"}. This record does not assert independent reproduction. ### NAP-IG-Inputs CPR Faithfulness Score: 0.52. Result ID: 69f087cc47f34ce924d70f1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer Setting":"Gold (Upper Bound)","Model Pair":"Llama-3 (1B -\> 3B)"}. This record does not assert independent reproduction. ### NAP-IG-Inputs CPR Faithfulness Score: 0.47. Result ID: 69f087cc47f34ce924d70f20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer Setting":"DFA (Far/Zero-Shot)","Model Pair":"Llama-3 (1B -\> 3B)"}. This record does not assert independent reproduction. ### NAP-IG-Inputs CPR Faithfulness Score: 0.41. Result ID: 69f087cc47f34ce924d70f1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Transfer Setting":"DFA (In-Distribution)","Model Pair":"Llama-3 (1B -\> 3B)"}. This record does not assert independent reproduction. ### NAP CPR Faithfulness Score: 0.4. Result ID: 69f087cc47f34ce924d70ec4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP","Transfer Setting":"DFA (Far/Zero-Shot)"}. This record does not assert independent reproduction. ### NAP-IG-Activations CPR Faithfulness Score: 0.35. Result ID: 69f087cc47f34ce924d70ec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP-IG-Activations","Transfer Setting":"DFA (Far/Zero-Shot)"}. This record does not assert independent reproduction. ### NAP-IG-Inputs CPR Faithfulness Score: 0.31. Result ID: 69f087cc47f34ce924d70ebf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP-IG-Inputs","Transfer Setting":"DFA (Near-Distribution)"}. This record does not assert independent reproduction. ### NAP-IG-Inputs CPR Faithfulness Score: 0.29. Result ID: 69f087cc47f34ce924d70ebe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP-IG-Inputs","Transfer Setting":"DFA (In-Distribution)"}. This record does not assert independent reproduction. ### NAP-IG-Inputs CPR Faithfulness Score: 0.29. Result ID: 69f087cc47f34ce924d70ec0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP-IG-Inputs","Transfer Setting":"DFA (Far/Zero-Shot)"}. This record does not assert independent reproduction. ### NAP CPR Faithfulness Score: 0.29. Result ID: 69f087cc47f34ce924d70ec3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP","Transfer Setting":"DFA (Near-Distribution)"}. This record does not assert independent reproduction. ### NAP-IG-Activations CPR Faithfulness Score: 0.29. Result ID: 69f087cc47f34ce924d70ec7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP-IG-Activations","Transfer Setting":"DFA (Near-Distribution)"}. This record does not assert independent reproduction. ### Baseline CPR Faithfulness Score: 0.27. Result ID: 69f087cc47f34ce924d70ebc. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Baseline","Transfer Setting":"Random Alignment"}. This record does not assert independent reproduction. ### NAP CPR Faithfulness Score: 0.27. Result ID: 69f087cc47f34ce924d70ec2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP","Transfer Setting":"DFA (In-Distribution)"}. This record does not assert independent reproduction. ### NAP-IG-Activations CPR Faithfulness Score: 0.27. Result ID: 69f087cc47f34ce924d70ec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP-IG-Activations","Transfer Setting":"DFA (In-Distribution)"}. This record does not assert independent reproduction. ### Baseline CPR Faithfulness Score: 0.25. Result ID: 69f087cc47f34ce924d70f1c. [Reporting paper]() Recorded evaluation configuration: {"Transfer Setting":"Random Alignment","Model Pair":"Llama-3 (1B -\> 3B)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.