# Node Classification on questions (10%/10%/80% split) Source: [Node Classification on questions (10%/10%/80% split)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:57.854Z Evaluation of Node Classification performance on the questions dataset using the specific 10%/10%/80% train/validation/test split configuration, measured using Average Precision and Average Rank. 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 | Node Classification | | Dataset (including any stated split) | questions (10%/10%/80% split) | | Metric | AP | | 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 - [AP](): Higher is better; unit: PERCENT. - [AR](): Lower is better; unit: SCALAR. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | GraphPFN | 22.76 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 21.85 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 20.83 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 20.79 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 20.16 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 18.27 | Not recorded | 68fa7b911e209131cea892cd | | GAT | 16.75 | Not recorded | 68fa7b911e209131cea892cd | | GraphSAGE | 16.55 | Not recorded | 68fa7b911e209131cea892cd | | TAG-LimiX | 15.53 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 15.46 | Not recorded | 68fa7b911e209131cea892cd | | GCN | 15.42 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 15.32 | Not recorded | 68fa7b911e209131cea892cd | | TAG-TabPFNv2 | 15.07 | Not recorded | 68fa7b911e209131cea892cd | | GT | 14.03 | Not recorded | 68fa7b911e209131cea892cd | | GCOPE | 6.59 | Not recorded | 68fa7b911e209131cea892cd | | TS-GNN | 5 | Not recorded | 68fa7b911e209131cea892cd | | AnyGraph | 4.27 | Not recorded | 68fa7b911e209131cea892cd | | OpenGraph | 3.77 | Not recorded | 68fa7b911e209131cea892cd | ### GraphPFN AP: 22.76. Result ID: 699a43655698665ec4ca69ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT","Ensembling":"true"}. This record does not assert independent reproduction. ### GraphPFN AP: 21.85. Result ID: 699a43655698665ec4ca69aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### G2T-LimiX AP: 20.83. Result ID: 699a43655698665ec4ca69ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT","Ensembling":"true"}. This record does not assert independent reproduction. ### GraphPFN AP: 20.79. Result ID: 699a43655698665ec4ca69a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### G2T-LimiX AP: 20.16. Result ID: 699a43655698665ec4ca69a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### GraphPFN AP: 18.27. Result ID: 699a43655698665ec4ca69a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### GAT AP: 16.75. Result ID: 699a43655698665ec4ca699d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphSAGE AP: 16.55. Result ID: 699a43655698665ec4ca699c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAG-LimiX AP: 15.53. Result ID: 699a43655698665ec4ca69a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### G2T-LimiX AP: 15.46. Result ID: 699a43655698665ec4ca69a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### GCN AP: 15.42. Result ID: 699a43655698665ec4ca699b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### G2T-LimiX AP: 15.32. Result ID: 699a43655698665ec4ca69a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### TAG-TabPFNv2 AP: 15.07. Result ID: 699a43655698665ec4ca69a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### GT AP: 14.03. Result ID: 699a43655698665ec4ca699e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCOPE AP: 6.59. Result ID: 699a43655698665ec4ca69a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### TS-GNN AP: 5. Result ID: 699a43655698665ec4ca69a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### AnyGraph AP: 4.27. Result ID: 699a43655698665ec4ca69a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### OpenGraph AP: 3.77. Result ID: 699a43655698665ec4ca699f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.