# Graph Retrieval on MM (test) Source: [Graph Retrieval on MM (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:34.571Z Evaluation of graph retrieval performance on the test split of the MM dataset, measured using MAP and HITS@20. 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 | Graph Retrieval | | Dataset (including any stated split) | MM (test) | | Metric | MAP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [MAP](): Higher is better; unit: PERCENT. - [HITS@20](): Higher is better; unit: PERCENT. ## Recorded results | Method | MAP | Result date | Report paper | | --- | --- | --- | --- | | IsoNet++ | 90.2 | Not recorded | 69004de93ef7ccd74e5e2964 | | IsoNet++ | 86.2 | Not recorded | 69004de93ef7ccd74e5e2964 | | IsoNet++ | 83.8 | Not recorded | 69004de93ef7ccd74e5e2964 | | multi-round IsoNet++ (Edge) | 83.3 | Not recorded | 69004de93ef7ccd74e5e2964 | | IsoNet++ | 82.7 | Not recorded | 69004de93ef7ccd74e5e2964 | | IsoNet | 75.3 | Not recorded | 69004de93ef7ccd74e5e2964 | | IsoNet | 70.8 | Not recorded | 69004de93ef7ccd74e5e2964 | | GMN | 65.5 | Not recorded | 69004de93ef7ccd74e5e2964 | | multi-round IsoNet++ (Node) | 65.2 | Not recorded | 69004de93ef7ccd74e5e2964 | | EGSC | 58.6 | Not recorded | 69004de93ef7ccd74e5e2964 | | GREED | 54.6 | Not recorded | 69004de93ef7ccd74e5e2964 | | GEN | 53.9 | Not recorded | 69004de93ef7ccd74e5e2964 | | Neuromatch | 51.9 | Not recorded | 69004de93ef7ccd74e5e2964 | | GraphSim | 41.5 | Not recorded | 69004de93ef7ccd74e5e2964 | | GOTSim | 32.3 | Not recorded | 69004de93ef7ccd74e5e2964 | | H2MN | 31.2 | Not recorded | 69004de93ef7ccd74e5e2964 | | SimGNN | 29.8 | Not recorded | 69004de93ef7ccd74e5e2964 | ### IsoNet++ MAP: 90.2. Result ID: 698b96907a967eddb76fd62d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation strategy":"multi-round","Graph representation level":"Edge"}. This record does not assert independent reproduction. ### IsoNet++ MAP: 86.2. Result ID: 698b96907a967eddb76fd62b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation strategy":"multi-layer","Graph representation level":"Edge"}. This record does not assert independent reproduction. ### IsoNet++ MAP: 83.8. Result ID: 698b96907a967eddb76fd62c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation strategy":"multi-round","Graph representation level":"Node"}. This record does not assert independent reproduction. ### multi-round IsoNet++ (Edge) MAP: 83.3. Result ID: 698c5ce937894ef7d9cddb83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"AIDS"}. This record does not assert independent reproduction. ### IsoNet++ MAP: 82.7. Result ID: 698b96907a967eddb76fd62a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Aggregation strategy":"multi-layer","Graph representation level":"Node"}. This record does not assert independent reproduction. ### IsoNet MAP: 75.3. Result ID: 698b96907a967eddb76fd629. [Reporting paper]() Recorded evaluation configuration: {"Graph representation level":"Edge"}. This record does not assert independent reproduction. ### IsoNet MAP: 70.8. Result ID: 698b96907a967eddb76fd628. [Reporting paper]() Recorded evaluation configuration: {"Graph representation level":"Node"}. This record does not assert independent reproduction. ### GMN MAP: 65.5. Result ID: 698b96907a967eddb76fd627. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### multi-round IsoNet++ (Node) MAP: 65.2. Result ID: 698c5ce937894ef7d9cddb84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Dataset":"Mutag"}. This record does not assert independent reproduction. ### EGSC MAP: 58.6. Result ID: 698b96907a967eddb76fd622. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREED MAP: 54.6. Result ID: 698b96907a967eddb76fd625. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GEN MAP: 53.9. Result ID: 698b96907a967eddb76fd626. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Neuromatch MAP: 51.9. Result ID: 698b96907a967eddb76fd624. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphSim MAP: 41.5. Result ID: 698b96907a967eddb76fd61f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOTSim MAP: 32.3. Result ID: 698b96907a967eddb76fd620. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### H2MN MAP: 31.2. Result ID: 698b96907a967eddb76fd623. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimGNN MAP: 29.8. Result ID: 698b96907a967eddb76fd621. [Reporting paper]() [Method origin paper]() [Implementation]() 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.