# Marginal Log-Likelihood Estimation on DS4 41 Taxa, 1137 Sites Source: [Marginal Log-Likelihood Estimation on DS4 41 Taxa, 1137 Sites]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:37.308Z Evaluation of Marginal Log-Likelihood Estimation performance on the DS4 dataset, comprising 41 Taxa and 1137 Sites. 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 | Marginal Log-Likelihood Estimation | | Dataset (including any stated split) | DS4 41 Taxa, 1137 Sites | | Metric | Marginal Log-Likelihood | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [Marginal Log-Likelihood](): Higher is better; unit: SCALAR. ## Recorded results | Method | Marginal Log-Likelihood | Result date | Report paper | | --- | --- | --- | --- | | MrBayes SS (Replication) | -13328.4 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | VBPI-GNN | -13329.94 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | MrBayes SS | -13330.06 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13337.06 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13337.42 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13337.74 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13338.99 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13339.26 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13339.77 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13339.79 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13341.62 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13342.27 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13342.38 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13342.71 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13342.81 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13343.21 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13343.95 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13344.13 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13345.55 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13346.03 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13346.94 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13347.17 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13347.32 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13353.3 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13356.21 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13358.16 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -13358.16 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | ϕ-CSMC | -13582.24 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | CSMC | -15019.21 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | VCSMC | -17106.1 | Not recorded | 68fa5f4d1e209131ce9e8d62 | ### MrBayes SS (Replication) Marginal Log-Likelihood: -13328.4. Result ID: 698bc1527a967eddb7711ea2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VBPI-GNN Marginal Log-Likelihood: -13329.94. Result ID: 698bc1527a967eddb7711ea3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MrBayes SS Marginal Log-Likelihood: -13330.06. Result ID: 698bc1527a967eddb7711ea1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13337.06. Result ID: 698bc1527a967eddb7711eb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"full","Dimension":"4","CV":"LOO(3)+"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13337.42. Result ID: 698bc1527a967eddb7711ebe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"full","Dimension":"4","CV":"LOO(3)+"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13337.74. Result ID: 698bc1527a967eddb7711eb1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"full","Dimension":"4","CV":"LOO(3)"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13338.99. Result ID: 698bc1527a967eddb7711eab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"diagonal","Dimension":"4","CV":"LOO(3)"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13339.26. Result ID: 698bc1527a967eddb7711ebd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"full","Dimension":"4","CV":"LOO(3)"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13339.77. Result ID: 698bc1527a967eddb7711eb7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"diagonal","Dimension":"4","CV":"LOO(3)"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13339.79. Result ID: 698bc1527a967eddb7711eac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"diagonal","Dimension":"4","CV":"LOO(3)+"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13341.62. Result ID: 698bc1527a967eddb7711eaa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"diagonal","Dimension":"4","CV":"LAX"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13342.27. Result ID: 698bc1527a967eddb7711eb0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"full","Dimension":"4","CV":"LAX"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13342.38. Result ID: 698bc1527a967eddb7711eb8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"diagonal","Dimension":"4","CV":"LOO(3)+"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13342.71. Result ID: 698bc1527a967eddb7711ebc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"full","Dimension":"4","CV":"LAX"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13342.81. Result ID: 698bc1527a967eddb7711eb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"diagonal","Dimension":"4","CV":"LAX"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13343.21. Result ID: 698bc1527a967eddb7711eaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"full","Dimension":"2","CV":"LOO(3)+"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13343.95. Result ID: 698bc1527a967eddb7711ebb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"full","Dimension":"2","CV":"LOO(3)+"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13344.13. Result ID: 698bc1527a967eddb7711eba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"full","Dimension":"2","CV":"LOO(3)"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13345.55. Result ID: 698bc1527a967eddb7711ea8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"diagonal","Dimension":"2","CV":"LOO(3)"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13346.03. Result ID: 698bc1527a967eddb7711ea9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"diagonal","Dimension":"2","CV":"LOO(3)+"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13346.94. Result ID: 698bc1527a967eddb7711eb4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"diagonal","Dimension":"2","CV":"LOO(3)"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13347.17. Result ID: 698bc1527a967eddb7711eae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"full","Dimension":"2","CV":"LOO(3)"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13347.32. Result ID: 698bc1527a967eddb7711eb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"diagonal","Dimension":"2","CV":"LOO(3)+"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13353.3. Result ID: 698bc1527a967eddb7711ead. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"full","Dimension":"2","CV":"LAX"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13356.21. Result ID: 698bc1527a967eddb7711ea7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Normal (N)","Covariance Matrix":"diagonal","Dimension":"2","CV":"LAX"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13358.16. Result ID: 698bc1527a967eddb7711eb3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"diagonal","Dimension":"2","CV":"LAX"}. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -13358.16. Result ID: 698bc1527a967eddb7711eb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Distribution":"Wrapped Normal (WN)","Covariance Matrix":"full","Dimension":"2","CV":"LAX"}. This record does not assert independent reproduction. ### ϕ-CSMC Marginal Log-Likelihood: -13582.24. Result ID: 698bc1527a967eddb7711ea6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSMC Marginal Log-Likelihood: -15019.21. Result ID: 698bc1527a967eddb7711ea4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VCSMC Marginal Log-Likelihood: -17106.1. Result ID: 698bc1527a967eddb7711ea5. [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.