# MCES on DD (20% test) Source: [MCES on DD (20% test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:40.479Z Evaluation of the MCES task on the 20% test split of the DD dataset, reporting Mean Squared Error (MSE). 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 | MCES | | Dataset (including any stated split) | DD (20% test) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 27 of 27 | | 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 - [MSE](): Lower is better; unit: SCALAR. - [Kendall's Tau](): Higher is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | LMCCS | 0.097 | Not recorded | 68fa6dbd1e209131cea3bbfd | | XMCS | 0.102 | Not recorded | 68fa6dbd1e209131cea3bbfd | | GraphSim | 0.123 | Not recorded | 68fa6dbd1e209131cea3bbfd | | IsoNet | 0.124 | Not recorded | 68fa6dbd1e209131cea3bbfd | | SimGNN | 0.136 | Not recorded | 68fa6dbd1e209131cea3bbfd | | GMN | 0.137 | Not recorded | 68fa6dbd1e209131cea3bbfd | | GEN | 0.197 | Not recorded | 68fa6dbd1e209131cea3bbfd | | GOTSim | 0.202 | Not recorded | 68fa6dbd1e209131cea3bbfd | | XMCS | 0.22 | Not recorded | 68fa6dbd1e209131cea3bbfd | | LMCES | 0.223 | Not recorded | 68fa6dbd1e209131cea3bbfd | | GMN | 0.273 | Not recorded | 68fa6dbd1e209131cea3bbfd | | IsoNet | 0.333 | Not recorded | 68fa6dbd1e209131cea3bbfd | | GEN | 0.568 | Not recorded | 68fa6dbd1e209131cea3bbfd | | NeuroMatch | 0.624 | Not recorded | 68fa6dbd1e209131cea3bbfd | | GOTSim | 0.628 | Not recorded | 68fa6dbd1e209131cea3bbfd | | GraphSim | 0.881 | Not recorded | 68fa6dbd1e209131cea3bbfd | | SimGNN | 1.21 | Not recorded | 68fa6dbd1e209131cea3bbfd | | NeuroMatch | 2.827 | Not recorded | 68fa6dbd1e209131cea3bbfd | ### LMCCS MSE: 0.097. Result ID: 698fd82e3a6c314849fc44aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### XMCS MSE: 0.102. Result ID: 698fd82e3a6c314849fc44ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"interaction\_strategy":"Early"}. This record does not assert independent reproduction. ### GraphSim MSE: 0.123. Result ID: 698fd82e3a6c314849fc44a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### IsoNet MSE: 0.124. Result ID: 698fd82e3a6c314849fc44a8. [Reporting paper]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### SimGNN MSE: 0.136. Result ID: 698fd82e3a6c314849fc44a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### GMN MSE: 0.137. Result ID: 698fd82e3a6c314849fc44ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"interaction\_strategy":"Early"}. This record does not assert independent reproduction. ### GEN MSE: 0.197. Result ID: 698fd82e3a6c314849fc44a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### GOTSim MSE: 0.202. Result ID: 698fd82e3a6c314849fc44a6. [Reporting paper]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### XMCS MSE: 0.22. Result ID: 698fd82e3a6c314849fc446d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"interaction\_strategy":"Early"}. This record does not assert independent reproduction. ### LMCES MSE: 0.223. Result ID: 698fd82e3a6c314849fc446b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### GMN MSE: 0.273. Result ID: 698fd82e3a6c314849fc446c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"interaction\_strategy":"Early"}. This record does not assert independent reproduction. ### IsoNet MSE: 0.333. Result ID: 698fd82e3a6c314849fc4469. [Reporting paper]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### GEN MSE: 0.568. Result ID: 698fd82e3a6c314849fc446a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### NeuroMatch MSE: 0.624. Result ID: 698fd82e3a6c314849fc44a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### GOTSim MSE: 0.628. Result ID: 698fd82e3a6c314849fc4467. [Reporting paper]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### GraphSim MSE: 0.881. Result ID: 698fd82e3a6c314849fc4466. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### SimGNN MSE: 1.21. Result ID: 698fd82e3a6c314849fc4465. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. ### NeuroMatch MSE: 2.827. Result ID: 698fd82e3a6c314849fc4468. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"interaction\_strategy":"Late"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.