# Node Classification on Film (10 splits) Source: [Node Classification on Film (10 splits)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:58.554Z Evaluation of Node Classification performance on the Film graph dataset using a configuration involving 10 specific splits. 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) | Film (10 splits) | | Metric | Accuracy | | Unit | PERCENT | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GREAD-BS | 37.9 | Not recorded | 68fa6fb71e209131cea46fcc | | Sheaf | 37.81 | Not recorded | 68fa6fb71e209131cea46fcc | | GREAD-FB\* | 37.7 | Not recorded | 68fa6fb71e209131cea46fcc | | GREAD-ST | 37.66 | Not recorded | 68fa6fb71e209131cea46fcc | | GGCN | 37.54 | Not recorded | 68fa6fb71e209131cea46fcc | | GCNII | 37.44 | Not recorded | 68fa6fb71e209131cea46fcc | | GREAD-FB | 37.4 | Not recorded | 68fa6fb71e209131cea46fcc | | GloGNN | 37.35 | Not recorded | 68fa6fb71e209131cea46fcc | | GREAD-AC | 37.21 | Not recorded | 68fa6fb71e209131cea46fcc | | GREAD-Z | 37.01 | Not recorded | 68fa6fb71e209131cea46fcc | | GREAD-F | 36.72 | Not recorded | 68fa6fb71e209131cea46fcc | | ACM-GCN | 36.28 | Not recorded | 68fa6fb71e209131cea46fcc | | LINKX | 36.1 | Not recorded | 68fa6fb71e209131cea46fcc | | GRAFF | 36.09 | Not recorded | 68fa6fb71e209131cea46fcc | | CGNN | 35.95 | Not recorded | 68fa6fb71e209131cea46fcc | | H2GCN | 35.7 | Not recorded | 68fa6fb71e209131cea46fcc | | BLEND | 35.63 | Not recorded | 68fa6fb71e209131cea46fcc | | GRAND | 35.62 | Not recorded | 68fa6fb71e209131cea46fcc | | Geom-GCN | 31.59 | Not recorded | 68fa6fb71e209131cea46fcc | ### GREAD-BS Accuracy: 37.9. Result ID: 6990e7503a6c3148490429b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sheaf Accuracy: 37.81. Result ID: 6990e7503a6c3148490429b2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREAD-FB\* Accuracy: 37.7. Result ID: 6990e7503a6c3148490429ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREAD-ST Accuracy: 37.66. Result ID: 6990e7503a6c3148490429b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GGCN Accuracy: 37.54. Result ID: 6990e7503a6c3148490429aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCNII Accuracy: 37.44. Result ID: 6990e7503a6c3148490429ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREAD-FB Accuracy: 37.4. Result ID: 6990e7503a6c3148490429b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GloGNN Accuracy: 37.35. Result ID: 6990e7503a6c3148490429ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREAD-AC Accuracy: 37.21. Result ID: 6990e7503a6c3148490429b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREAD-Z Accuracy: 37.01. Result ID: 6990e7503a6c3148490429b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREAD-F Accuracy: 36.72. Result ID: 6990e7503a6c3148490429b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACM-GCN Accuracy: 36.28. Result ID: 6990e7503a6c3148490429ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LINKX Accuracy: 36.1. Result ID: 6990e7503a6c3148490429ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRAFF Accuracy: 36.09. Result ID: 6990e7503a6c3148490429b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CGNN Accuracy: 35.95. Result ID: 6990e7503a6c3148490429af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### H2GCN Accuracy: 35.7. Result ID: 6990e7503a6c3148490429a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BLEND Accuracy: 35.63. Result ID: 6990e7503a6c3148490429b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRAND Accuracy: 35.62. Result ID: 6990e7503a6c3148490429b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Geom-GCN Accuracy: 31.59. Result ID: 6990e7503a6c3148490429a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.