# Regression on Airfoil UCIrvine (5-fold cross-validation) Source: [Regression on Airfoil UCIrvine (5-fold cross-validation)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:11.692Z Evaluation of Regression performance on the Airfoil UCIrvine dataset using 5-fold cross-validation, measured using 1-RAE. 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) | Airfoil UCIrvine (5-fold cross-validation) | | Metric | 1-RAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [1-RAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | 1-RAE | Result date | Report paper | | --- | --- | --- | --- | | LDA | 0.2201 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | PCA | 0.273 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | TTG | 0.5003 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | RDG | 0.5193 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | ERG | 0.5193 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | NFS | 0.5193 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | AFAT | 0.521 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | FeatLLM | 0.5587 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | RL-Policy-1 (GRFG) | 0.5587 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | AutoFeat | 0.5746 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | OpenFE | 0.5746 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | Original | 0.5749 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | RL-Policy-2 (MOAT) | 0.5967 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | ELLM-FT | 0.6174 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | Pure LLM | 0.6329 | Not recorded | 6912c2ed2828b7cc6937d9d4 | | Dataforge | 0.7492 | Not recorded | 6912c2ed2828b7cc6937d9d4 | ### LDA 1-RAE: 0.2201. Result ID: 699a91225698665ec41bcdee. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### PCA 1-RAE: 0.273. Result ID: 699a91225698665ec41bcdf2. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### TTG 1-RAE: 0.5003. Result ID: 699a91225698665ec41bcdf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### RDG 1-RAE: 0.5193. Result ID: 699a91225698665ec41bcded. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### ERG 1-RAE: 0.5193. Result ID: 699a91225698665ec41bcdef. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### NFS 1-RAE: 0.5193. Result ID: 699a91225698665ec41bcdf0. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### AFAT 1-RAE: 0.521. Result ID: 699a91225698665ec41bcdf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### FeatLLM 1-RAE: 0.5587. Result ID: 699a91225698665ec41bcdf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### RL-Policy-1 (GRFG) 1-RAE: 0.5587. Result ID: 699a91225698665ec41bcdf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### AutoFeat 1-RAE: 0.5746. Result ID: 699a91225698665ec41bcdf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### OpenFE 1-RAE: 0.5746. Result ID: 699a91225698665ec41bcdf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Original 1-RAE: 0.5749. Result ID: 699a91225698665ec41bcdec. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### RL-Policy-2 (MOAT) 1-RAE: 0.5967. Result ID: 699a91225698665ec41bcdfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### ELLM-FT 1-RAE: 0.6174. Result ID: 699a91225698665ec41bcdf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Pure LLM 1-RAE: 0.6329. Result ID: 699a91225698665ec41bcdf8. [Reporting paper]() Recorded evaluation configuration: {"LLM Backbone":"Llama 3.1","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. ### Dataforge 1-RAE: 0.7492. Result ID: 699a91225698665ec41bcdfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM Backbone":"Llama-3.2-3B","Evaluation Protocol":"5-fold cross-validation"}. This record does not assert independent reproduction. Page 1 of 1. 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