# Marginal Log-Likelihood Estimation on DS2 29 Taxa, 2520 Sites Source: [Marginal Log-Likelihood Estimation on DS2 29 Taxa, 2520 Sites]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:55.119Z Evaluation of Marginal Log-Likelihood Estimation performance on the DS2 29 Taxa, 2520 Sites dataset. 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) | DS2 29 Taxa, 2520 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) | -26366.45 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | MrBayes SS | -26367.57 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | VBPI-GNN | -26367.73 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26368.44 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26368.49 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26368.49 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26368.51 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26368.51 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26368.52 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26368.53 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26368.54 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26369.93 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26375.1 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26375.28 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26378.55 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26379.48 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26380.41 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26380.59 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26381.84 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26382.91 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26385.21 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26391 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26391.02 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26440.54 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26444.84 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26458.5 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -26487.71 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | CSMC | -27884.37 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | VCSMC | -28700.7 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | ϕ-CSMC | -30568.49 | Not recorded | 68fa5f4d1e209131ce9e8d62 | ### MrBayes SS (Replication) MLL: -26366.45. Result ID: 698bc1527a967eddb7711e66. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MrBayes SS MLL: -26367.57. Result ID: 698bc1527a967eddb7711e65. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VBPI-GNN MLL: -26367.73. Result ID: 698bc1527a967eddb7711e67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GeoPhy MLL: -26368.44. Result ID: 698bc1527a967eddb7711e81. [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: -26368.49. Result ID: 698bc1527a967eddb7711e70. [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: -26368.49. Result ID: 698bc1527a967eddb7711e75. [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: -26368.51. Result ID: 698bc1527a967eddb7711e76. [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: -26368.51. Result ID: 698bc1527a967eddb7711e7c. [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: -26368.52. Result ID: 698bc1527a967eddb7711e7b. [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: -26368.53. Result ID: 698bc1527a967eddb7711e6f. [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: -26368.54. Result ID: 698bc1527a967eddb7711e82. [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: -26369.93. Result ID: 698bc1527a967eddb7711e6d. [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: -26375.1. Result ID: 698bc1527a967eddb7711e6c. [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: -26375.28. Result ID: 698bc1527a967eddb7711e79. [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: -26378.55. Result ID: 698bc1527a967eddb7711e74. [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: -26379.48. Result ID: 698bc1527a967eddb7711e80. [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: -26380.41. Result ID: 698bc1527a967eddb7711e78. [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: -26380.59. Result ID: 698bc1527a967eddb7711e73. [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: -26381.84. Result ID: 698bc1527a967eddb7711e7a. [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: -26382.91. Result ID: 698bc1527a967eddb7711e6e. [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: -26385.21. Result ID: 698bc1527a967eddb7711e7f. [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: -26391. Result ID: 698bc1527a967eddb7711e72. [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: -26391.02. Result ID: 698bc1527a967eddb7711e7e. [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: -26440.54. Result ID: 698bc1527a967eddb7711e6b. [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: -26444.84. Result ID: 698bc1527a967eddb7711e77. [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: -26458.5. Result ID: 698bc1527a967eddb7711e7d. [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: -26487.71. Result ID: 698bc1527a967eddb7711e71. [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. ### CSMC MLL: -27884.37. Result ID: 698bc1527a967eddb7711e68. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VCSMC MLL: -28700.7. Result ID: 698bc1527a967eddb7711e69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ϕ-CSMC MLL: -30568.49. Result ID: 698bc1527a967eddb7711e6a. [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.