# Target-region R2 prediction on farseer scaling law instances Source: [Target-region R2 prediction on farseer scaling law instances]() Collection index: [llms.txt]() Data updated: 2026-04-27T07:43:50.639Z Evaluation of model performance on the 'farseer scaling law instances' dataset for predicting Target-region R2, measured using the target-region R2 metric. 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 | Target-region R2 prediction | | Dataset (including any stated split) | farseer scaling law instances | | Metric | Target-region R2 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Target-region R2](): Higher is better; unit: SCALAR. ## Recorded results | Method | Target-region R2 | Result date | Report paper | | --- | --- | --- | --- | | Ours | 0.93 | Not recorded | 69eeeda655a3c32af89f9894 | | V-opt | 0.92 | Not recorded | 69eeeda655a3c32af89f9894 | | All Data | 0.91 | Not recorded | 69eeeda655a3c32af89f9894 | | Ours | 0.88 | Not recorded | 69eeeda655a3c32af89f9894 | | V-opt | 0.87 | Not recorded | 69eeeda655a3c32af89f9894 | | D-opt | 0.87 | Not recorded | 69eeeda655a3c32af89f9894 | | Random | 0.79 | Not recorded | 69eeeda655a3c32af89f9894 | | Random | 0.78 | Not recorded | 69eeeda655a3c32af89f9894 | | Cost Rand | 0.74 | Not recorded | 69eeeda655a3c32af89f9894 | | Cheapest | 0.68 | Not recorded | 69eeeda655a3c32af89f9894 | | V-opt | 0.67 | Not recorded | 69eeeda655a3c32af89f9894 | | Ours | 0.6 | Not recorded | 69eeeda655a3c32af89f9894 | | Cost Rand | 0.56 | Not recorded | 69eeeda655a3c32af89f9894 | | D-opt | 0.49 | Not recorded | 69eeeda655a3c32af89f9894 | | Cheapest | 0.41 | Not recorded | 69eeeda655a3c32af89f9894 | | D-opt | -0.11 | Not recorded | 69eeeda655a3c32af89f9894 | | Cost Rand | -0.25 | Not recorded | 69eeeda655a3c32af89f9894 | | Random | -0.77 | Not recorded | 69eeeda655a3c32af89f9894 | | Cheapest | -0.89 | Not recorded | 69eeeda655a3c32af89f9894 | ### Ours Target-region R2: 0.93. Result ID: 69ef139947f34ce924d5007b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"10%"}. This record does not assert independent reproduction. ### V-opt Target-region R2: 0.92. Result ID: 69ef139947f34ce924d5007a. [Reporting paper]() Recorded evaluation configuration: {"Budget":"10%"}. This record does not assert independent reproduction. ### All Data Target-region R2: 0.91. Result ID: 69ef139947f34ce924d5007c. [Reporting paper]() Recorded evaluation configuration: {"Budget":"Full"}. This record does not assert independent reproduction. ### Ours Target-region R2: 0.88. Result ID: 69ef139947f34ce924d50075. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"5%"}. This record does not assert independent reproduction. ### V-opt Target-region R2: 0.87. Result ID: 69ef139947f34ce924d50074. [Reporting paper]() Recorded evaluation configuration: {"Budget":"5%"}. This record does not assert independent reproduction. ### D-opt Target-region R2: 0.87. Result ID: 69ef139947f34ce924d50079. [Reporting paper]() Recorded evaluation configuration: {"Budget":"10%"}. This record does not assert independent reproduction. ### Random Target-region R2: 0.79. Result ID: 69ef139947f34ce924d50076. [Reporting paper]() Recorded evaluation configuration: {"Budget":"10%"}. This record does not assert independent reproduction. ### Random Target-region R2: 0.78. Result ID: 69ef139947f34ce924d50070. [Reporting paper]() Recorded evaluation configuration: {"Budget":"5%"}. This record does not assert independent reproduction. ### Cost Rand Target-region R2: 0.74. Result ID: 69ef139947f34ce924d50078. [Reporting paper]() Recorded evaluation configuration: {"Budget":"10%"}. This record does not assert independent reproduction. ### Cheapest Target-region R2: 0.68. Result ID: 69ef139947f34ce924d50077. [Reporting paper]() Recorded evaluation configuration: {"Budget":"10%"}. This record does not assert independent reproduction. ### V-opt Target-region R2: 0.67. Result ID: 69ef139947f34ce924d5006e. [Reporting paper]() Recorded evaluation configuration: {"Budget":"1%"}. This record does not assert independent reproduction. ### Ours Target-region R2: 0.6. Result ID: 69ef139947f34ce924d5006f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"1%"}. This record does not assert independent reproduction. ### Cost Rand Target-region R2: 0.56. Result ID: 69ef139947f34ce924d50072. [Reporting paper]() Recorded evaluation configuration: {"Budget":"5%"}. This record does not assert independent reproduction. ### D-opt Target-region R2: 0.49. Result ID: 69ef139947f34ce924d50073. [Reporting paper]() Recorded evaluation configuration: {"Budget":"5%"}. This record does not assert independent reproduction. ### Cheapest Target-region R2: 0.41. Result ID: 69ef139947f34ce924d50071. [Reporting paper]() Recorded evaluation configuration: {"Budget":"5%"}. This record does not assert independent reproduction. ### D-opt Target-region R2: -0.11. Result ID: 69ef139947f34ce924d5006d. [Reporting paper]() Recorded evaluation configuration: {"Budget":"1%"}. This record does not assert independent reproduction. ### Cost Rand Target-region R2: -0.25. Result ID: 69ef139947f34ce924d5006c. [Reporting paper]() Recorded evaluation configuration: {"Budget":"1%"}. This record does not assert independent reproduction. ### Random Target-region R2: -0.77. Result ID: 69ef139947f34ce924d5006a. [Reporting paper]() Recorded evaluation configuration: {"Budget":"1%"}. This record does not assert independent reproduction. ### Cheapest Target-region R2: -0.89. Result ID: 69ef139947f34ce924d5006b. [Reporting paper]() Recorded evaluation configuration: {"Budget":"1%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.