# Node Classification on amazon-ratings 10%/10%/80% Source: [Node Classification on amazon-ratings 10%/10%/80%]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:33.764Z Evaluation of Node Classification performance on the amazon-ratings dataset using the specific 10%/10%/80% data split configuration, measured by 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) | amazon-ratings 10%/10%/80% | | Metric | Average Precision | | 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 - [Average Precision](): Higher is better; unit: PERCENT. - [Average Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Average Precision | Result date | Report paper | | --- | --- | --- | --- | | G2T-LimiX | 46.05 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 45.89 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 45.34 | Not recorded | 68fa7b911e209131cea892cd | | TAG-LimiX | 44.89 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 44.65 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 44.52 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 44.2 | Not recorded | 68fa7b911e209131cea892cd | | G2T-LimiX | 44 | Not recorded | 68fa7b911e209131cea892cd | | TAG-TabPFNv2 | 43.97 | Not recorded | 68fa7b911e209131cea892cd | | TS-GNN | 43 | Not recorded | 68fa7b911e209131cea892cd | | GraphPFN | 42.09 | Not recorded | 68fa7b911e209131cea892cd | | GT | 41.56 | Not recorded | 68fa7b911e209131cea892cd | | GCN | 41.43 | Not recorded | 68fa7b911e209131cea892cd | | GAT | 40.67 | Not recorded | 68fa7b911e209131cea892cd | | GraphSAGE | 40.07 | Not recorded | 68fa7b911e209131cea892cd | | GCOPE | 39.9 | Not recorded | 68fa7b911e209131cea892cd | | AnyGraph | 33.49 | Not recorded | 68fa7b911e209131cea892cd | | OpenGraph | 29.36 | Not recorded | 68fa7b911e209131cea892cd | ### G2T-LimiX Average Precision: 46.05. Result ID: 699a43655698665ec4ca6975. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT","Ensembling":"true"}. This record does not assert independent reproduction. ### GraphPFN Average Precision: 45.89. Result ID: 699a43655698665ec4ca6976. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT","Ensembling":"true"}. This record does not assert independent reproduction. ### GraphPFN Average Precision: 45.34. Result ID: 699a43655698665ec4ca6974. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### TAG-LimiX Average Precision: 44.89. Result ID: 699a43655698665ec4ca6970. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### G2T-LimiX Average Precision: 44.65. Result ID: 699a43655698665ec4ca696e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### GraphPFN Average Precision: 44.52. Result ID: 699a43655698665ec4ca6971. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### G2T-LimiX Average Precision: 44.2. Result ID: 699a43655698665ec4ca696c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### G2T-LimiX Average Precision: 44. Result ID: 699a43655698665ec4ca6973. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### TAG-TabPFNv2 Average Precision: 43.97. Result ID: 699a43655698665ec4ca696f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL","Ensembling":"true"}. This record does not assert independent reproduction. ### TS-GNN Average Precision: 43. Result ID: 699a43655698665ec4ca696b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### GraphPFN Average Precision: 42.09. Result ID: 699a43655698665ec4ca696d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### GT Average Precision: 41.56. Result ID: 699a43655698665ec4ca6968. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Average Precision: 41.43. Result ID: 699a43655698665ec4ca6965. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Average Precision: 40.67. Result ID: 699a43655698665ec4ca6967. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphSAGE Average Precision: 40.07. Result ID: 699a43655698665ec4ca6966. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCOPE Average Precision: 39.9. Result ID: 699a43655698665ec4ca6972. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### AnyGraph Average Precision: 33.49. Result ID: 699a43655698665ec4ca696a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ICL"}. This record does not assert independent reproduction. ### OpenGraph Average Precision: 29.36. Result ID: 699a43655698665ec4ca6969. [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.