# Marginal Log-Likelihood Estimation on DS6 (50 Taxa, 1133 Sites) Source: [Marginal Log-Likelihood Estimation on DS6 (50 Taxa, 1133 Sites)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:55.206Z Evaluation of Marginal Log-Likelihood Estimation performance on the DS6 dataset, which contains 50 Taxa and 1133 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) | DS6 (50 Taxa, 1133 Sites) | | Metric | MLL | | 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 - [MLL](): Higher is better; unit: SCALAR. ## Recorded results | Method | MLL | Result date | Report paper | | --- | --- | --- | --- | | MrBayes SS (Replication) | -6721.54 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | MrBayes SS | -6724.07 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | VBPI-GNN | -6724.37 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6733.38 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6733.91 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6734.49 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6734.51 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6734.63 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6735.12 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6735.14 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6735.59 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6735.78 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6735.9 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6736.2 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6736.74 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6741.63 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6742.4 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6745.6 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6747.15 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6747.46 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6747.61 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6748.78 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6750 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6751.97 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6752.46 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6753.84 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -6753.86 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | ϕ-CSMC | -7013.83 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | CSMC | -8029.51 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | VCSMC | -9296.66 | Not recorded | 68fa5f4d1e209131ce9e8d62 | ### MrBayes SS (Replication) MLL: -6721.54. Result ID: 698bc1527a967eddb7711ede. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MrBayes SS MLL: -6724.07. Result ID: 698bc1527a967eddb7711edd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VBPI-GNN MLL: -6724.37. Result ID: 698bc1527a967eddb7711edf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GeoPhy MLL: -6733.38. Result ID: 698bc1527a967eddb7711ef2. [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 MLL: -6733.91. Result ID: 698bc1527a967eddb7711ef9. [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 MLL: -6734.49. Result ID: 698bc1527a967eddb7711eed. [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 MLL: -6734.51. Result ID: 698bc1527a967eddb7711eec. [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 MLL: -6734.63. Result ID: 698bc1527a967eddb7711eee. [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 MLL: -6735.12. Result ID: 698bc1527a967eddb7711ef3. [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 MLL: -6735.14. Result ID: 698bc1527a967eddb7711ef8. [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 MLL: -6735.59. Result ID: 698bc1527a967eddb7711ee7. [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 MLL: -6735.78. Result ID: 698bc1527a967eddb7711ee6. [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 MLL: -6735.9. Result ID: 698bc1527a967eddb7711efa. [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 MLL: -6736.2. Result ID: 698bc1527a967eddb7711ef4. [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 MLL: -6736.74. Result ID: 698bc1527a967eddb7711ee8. [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 MLL: -6741.63. Result ID: 698bc1527a967eddb7711ef0. [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 MLL: -6742.4. Result ID: 698bc1527a967eddb7711ef1. [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 MLL: -6745.6. Result ID: 698bc1527a967eddb7711eef. [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 MLL: -6747.15. Result ID: 698bc1527a967eddb7711ee3. [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 MLL: -6747.46. Result ID: 698bc1527a967eddb7711ee4. [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 MLL: -6747.61. Result ID: 698bc1527a967eddb7711ef7. [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 MLL: -6748.78. Result ID: 698bc1527a967eddb7711ef5. [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. ### GeoPhy MLL: -6750. Result ID: 698bc1527a967eddb7711ee9. [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 MLL: -6751.97. Result ID: 698bc1527a967eddb7711ee5. [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 MLL: -6752.46. Result ID: 698bc1527a967eddb7711eea. [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 MLL: -6753.84. Result ID: 698bc1527a967eddb7711eeb. [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 MLL: -6753.86. Result ID: 698bc1527a967eddb7711ef6. [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. ### ϕ-CSMC MLL: -7013.83. Result ID: 698bc1527a967eddb7711ee2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSMC MLL: -8029.51. Result ID: 698bc1527a967eddb7711ee0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VCSMC MLL: -9296.66. Result ID: 698bc1527a967eddb7711ee1. [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.