# Regression on rel-f1 d-pos Source: [Regression on rel-f1 d-pos]() Collection index: [llms.txt]() Data updated: 2026-06-04T11:16:49.221Z Evaluation of regression performance on the rel-f1 d-pos dataset, measured by R^2. 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 | Regression | | Dataset (including any stated split) | rel-f1 d-pos | | Metric | R^2 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [R^2](): Higher is better; unit: SCALAR. ## Recorded results | Method | R^2 | Result date | Report paper | | --- | --- | --- | --- | | KumoRFMv1 | 0.464 | Not recorded | 6a2106d0c10484bac23f0439 | | OpenRFM | 0.39 | Not recorded | 6a2106d0c10484bac23f0439 | | OpenRFM | 0.379 | Not recorded | 6a2106d0c10484bac23f0439 | | RT | 0.337 | Not recorded | 6a2106d0c10484bac23f0439 | | RT-Plurel | 0.315 | Not recorded | 6a2106d0c10484bac23f0439 | | Griffin | 0.192 | Not recorded | 6a2106d0c10484bac23f0439 | | JUICE | 0.174 | Not recorded | 6a2106d0c10484bac23f0439 | | JUICE | 0.174 | Not recorded | 6a2106d0c10484bac23f0439 | | NBFNet | 0.147 | Not recorded | 6a2106d0c10484bac23f0439 | | RDB-PFN | 0.13 | Not recorded | 6a2106d0c10484bac23f0439 | | RDL-GNN | 0.129 | Not recorded | 6a2106d0c10484bac23f0439 | | RelGT | 0.124 | Not recorded | 6a2106d0c10484bac23f0439 | | RelGNN | -0.031 | Not recorded | 6a2106d0c10484bac23f0439 | ### KumoRFMv1 R^2: 0.464. Result ID: 6a215e8efbc373592c1e084a. [Reporting paper]() Recorded evaluation configuration: {"Training setup":"Training-based (Official)"}. This record does not assert independent reproduction. ### OpenRFM R^2: 0.39. Result ID: 6a215e8efbc373592c1e084b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training setup":"Ours","Variant":"tabicl"}. This record does not assert independent reproduction. ### OpenRFM R^2: 0.379. Result ID: 6a215e8efbc373592c1e084c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training setup":"Ours","Variant":"tabpfn"}. This record does not assert independent reproduction. ### RT R^2: 0.337. Result ID: 6a215e8efbc373592c1e0843. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training setup":"Training from Scratch"}. This record does not assert independent reproduction. ### RT-Plurel R^2: 0.315. Result ID: 6a215e8efbc373592c1e0848. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training setup":"Pre-trained Prior"}. This record does not assert independent reproduction. ### Griffin R^2: 0.192. Result ID: 6a215e8efbc373592c1e0849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training setup":"Training-based (Official)"}. This record does not assert independent reproduction. ### JUICE R^2: 0.174. Result ID: 6a215e8efbc373592c1e0845. [Reporting paper]() Recorded evaluation configuration: {"Training setup":"Training-free RFM"}. This record does not assert independent reproduction. ### JUICE R^2: 0.174. Result ID: 6a215e8efbc373592c1e0846. [Reporting paper]() Recorded evaluation configuration: {"Training setup":"Training-free RFM","Variant":"suppx8"}. This record does not assert independent reproduction. ### NBFNet R^2: 0.147. Result ID: 6a215e8efbc373592c1e0841. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training setup":"Training from Scratch"}. This record does not assert independent reproduction. ### RDB-PFN R^2: 0.13. Result ID: 6a215e8efbc373592c1e0847. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training setup":"Pre-trained Prior"}. This record does not assert independent reproduction. ### RDL-GNN R^2: 0.129. Result ID: 6a215e8efbc373592c1e0840. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training setup":"Training from Scratch"}. This record does not assert independent reproduction. ### RelGT R^2: 0.124. Result ID: 6a215e8efbc373592c1e0842. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training setup":"Training from Scratch"}. This record does not assert independent reproduction. ### RelGNN R^2: -0.031. Result ID: 6a215e8efbc373592c1e0844. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training setup":"Training from Scratch"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.