# Circuit Recovery on Arith Source: [Circuit Recovery on Arith]() Collection index: [llms.txt]() Data updated: 2026-04-28T10:11:43.532Z Evaluation of model performance on the Circuit Recovery task using the Arith dataset, measured by 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) | Arith | | Metric | CPR (Faithfulness Score) | | Unit | PERCENT | | 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: PERCENT. ## Recorded results | Method | CPR (Faithfulness Score) | Result date | Report paper | | --- | --- | --- | --- | | NAP-IG-Inputs | 49 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 47 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 45 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 32 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 27 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP | 27 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Activations | 27 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 26 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 26 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP | 26 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP | 26 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Activations | 26 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Activations | 26 | Not recorded | 69f03f7555a3c32af89fa4df | | Baseline | 25 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP | 25 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Activations | 25 | Not recorded | 69f03f7555a3c32af89fa4df | | Baseline | 25 | Not recorded | 69f03f7555a3c32af89fa4df | | NAP-IG-Inputs | 25 | Not recorded | 69f03f7555a3c32af89fa4df | ### NAP-IG-Inputs CPR (Faithfulness Score): 49. Result ID: 69f087cc47f34ce924d70f1b. [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): 47. Result ID: 69f087cc47f34ce924d70f1a. [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): 45. Result ID: 69f087cc47f34ce924d70f19. [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-IG-Inputs CPR (Faithfulness Score): 32. Result ID: 69f087cc47f34ce924d70eb0. [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-Inputs CPR (Faithfulness Score): 27. Result ID: 69f087cc47f34ce924d70eb3. [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): 27. Result ID: 69f087cc47f34ce924d70eb5. [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): 27. Result ID: 69f087cc47f34ce924d70eb9. [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. ### NAP-IG-Inputs CPR (Faithfulness Score): 26. Result ID: 69f087cc47f34ce924d70eb1. [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): 26. Result ID: 69f087cc47f34ce924d70eb2. [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 CPR (Faithfulness Score): 26. Result ID: 69f087cc47f34ce924d70eb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"NAP","Transfer Setting":"DFA (Near-Distribution)"}. This record does not assert independent reproduction. ### NAP CPR (Faithfulness Score): 26. Result ID: 69f087cc47f34ce924d70eb7. [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): 26. Result ID: 69f087cc47f34ce924d70eba. [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. ### NAP-IG-Activations CPR (Faithfulness Score): 26. Result ID: 69f087cc47f34ce924d70ebb. [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. ### Baseline CPR (Faithfulness Score): 25. Result ID: 69f087cc47f34ce924d70eaf. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Baseline","Transfer Setting":"Random Alignment"}. This record does not assert independent reproduction. ### NAP CPR (Faithfulness Score): 25. Result ID: 69f087cc47f34ce924d70eb4. [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-Activations CPR (Faithfulness Score): 25. Result ID: 69f087cc47f34ce924d70eb8. [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. ### Baseline CPR (Faithfulness Score): 25. Result ID: 69f087cc47f34ce924d70f17. [Reporting paper]() Recorded evaluation configuration: {"Transfer Setting":"Random Alignment","Model Pair":"Llama-3 (1B -\> 3B)"}. This record does not assert independent reproduction. ### NAP-IG-Inputs CPR (Faithfulness Score): 25. Result ID: 69f087cc47f34ce924d70f18. [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. Page 1 of 1. This is an index page, not the full collection.