# Aggregate Reasoning Performance on Overall Source: [Aggregate Reasoning Performance on Overall]() Collection index: [llms.txt]() Data updated: 2026-03-24T16:56:09.641Z Evaluation of model performance on aggregate reasoning capabilities using the 'Overall' context, measured by Accuracy (Acc), Solution Length (SL), and Solution Error (SE). 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 | Aggregate Reasoning Performance | | Dataset (including any stated split) | Overall | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Solution Length](): Lower is better; unit: SCALAR. - [Solution Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ROM\_CSC | 93.51 | Not recorded | 69c21ad10636e5bf4afc4cc8 | | EAT | 93.47 | Not recorded | 69c21ad10636e5bf4afc4cc8 | | L1 | 93.07 | Not recorded | 69c21ad10636e5bf4afc4cc8 | | Cut2048 | 92.77 | Not recorded | 69c21ad10636e5bf4afc4cc8 | | ROM | 92.53 | Not recorded | 69c21ad10636e5bf4afc4cc8 | | Vanilla | 91.72 | Not recorded | 69c21ad10636e5bf4afc4cc8 | | Cut1024 | 91.29 | Not recorded | 69c21ad10636e5bf4afc4cc8 | | Cut512 | 84.95 | Not recorded | 69c21ad10636e5bf4afc4cc8 | ### ROM\_CSC Accuracy: 93.51. Result ID: 69c2c21147f34ce924ac6679. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Counterfactual Self-Correction":"true"}. This record does not assert independent reproduction. ### EAT Accuracy: 93.47. Result ID: 69c2c21147f34ce924ac6674. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L1 Accuracy: 93.07. Result ID: 69c2c21147f34ce924ac6673. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cut2048 Accuracy: 92.77. Result ID: 69c2c21147f34ce924ac6675. [Reporting paper]() Recorded evaluation configuration: {"max tokens":"2048"}. This record does not assert independent reproduction. ### ROM Accuracy: 92.53. Result ID: 69c2c21147f34ce924ac6678. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Vanilla Accuracy: 91.72. Result ID: 69c2c21147f34ce924ac6672. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cut1024 Accuracy: 91.29. Result ID: 69c2c21147f34ce924ac6676. [Reporting paper]() Recorded evaluation configuration: {"max tokens":"1024"}. This record does not assert independent reproduction. ### Cut512 Accuracy: 84.95. Result ID: 69c2c21147f34ce924ac6677. [Reporting paper]() Recorded evaluation configuration: {"max tokens":"512"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.