# Marginal Log-Likelihood Estimation on DS1 27 Taxa, 1949 Sites Source: [Marginal Log-Likelihood Estimation on DS1 27 Taxa, 1949 Sites]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:37.292Z Evaluation of Marginal Log-Likelihood Estimation performance on the DS1 27 Taxa, 1949 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) | DS1 27 Taxa, 1949 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) | -7107.81 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | VBPI-GNN | -7108.41 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | MrBayes SS | -7108.42 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7111.55 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7115.19 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7116.09 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7119.77 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7119.81 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7120.03 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7120.88 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7120.94 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7122.1 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7122.76 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7123.37 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7123.95 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7124.62 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7124.63 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7125.78 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7125.94 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7126.79 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7126.89 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7128.36 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7128.4 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7129.7 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7130.6 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7130.67 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -7132.35 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | ϕ-CSMC | -7290.36 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | CSMC | -8306.76 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | VCSMC | -9180.34 | Not recorded | 68fa5f4d1e209131ce9e8d62 | ### MrBayes SS (Replication) Marginal Log-Likelihood: -7107.81. Result ID: 698bc1527a967eddb7711e48. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VBPI-GNN Marginal Log-Likelihood: -7108.41. Result ID: 698bc1527a967eddb7711e49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MrBayes SS Marginal Log-Likelihood: -7108.42. Result ID: 698bc1527a967eddb7711e47. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -7111.55. Result ID: 698bc1527a967eddb7711e62. [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: -7115.19. Result ID: 698bc1527a967eddb7711e61. [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: -7116.09. Result ID: 698bc1527a967eddb7711e64. [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: -7119.77. Result ID: 698bc1527a967eddb7711e63. [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: -7119.81. Result ID: 698bc1527a967eddb7711e52. [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: -7120.03. Result ID: 698bc1527a967eddb7711e56. [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: -7120.88. Result ID: 698bc1527a967eddb7711e51. [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: -7120.94. Result ID: 698bc1527a967eddb7711e5d. [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: -7122.1. Result ID: 698bc1527a967eddb7711e5c. [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: -7122.76. Result ID: 698bc1527a967eddb7711e55. [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: -7123.37. Result ID: 698bc1527a967eddb7711e58. [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: -7123.95. Result ID: 698bc1527a967eddb7711e50. [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: -7124.62. Result ID: 698bc1527a967eddb7711e57. [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: -7124.63. Result ID: 698bc1527a967eddb7711e5f. [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 Marginal Log-Likelihood: -7125.78. Result ID: 698bc1527a967eddb7711e5e. [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: -7125.94. Result ID: 698bc1527a967eddb7711e60. [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: -7126.79. Result ID: 698bc1527a967eddb7711e4d. [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: -7126.89. Result ID: 698bc1527a967eddb7711e59. [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: -7128.36. Result ID: 698bc1527a967eddb7711e4f. [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: -7128.4. Result ID: 698bc1527a967eddb7711e5b. [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: -7129.7. Result ID: 698bc1527a967eddb7711e53. [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: -7130.6. Result ID: 698bc1527a967eddb7711e4e. [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: -7130.67. Result ID: 698bc1527a967eddb7711e5a. [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: -7132.35. Result ID: 698bc1527a967eddb7711e54. [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. ### ϕ-CSMC Marginal Log-Likelihood: -7290.36. Result ID: 698bc1527a967eddb7711e4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSMC Marginal Log-Likelihood: -8306.76. Result ID: 698bc1527a967eddb7711e4a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VCSMC Marginal Log-Likelihood: -9180.34. Result ID: 698bc1527a967eddb7711e4b. [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.