# Marginal Log-Likelihood Estimation on DS8 64 Taxa, 1008 Sites Source: [Marginal Log-Likelihood Estimation on DS8 64 Taxa, 1008 Sites]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:37.338Z Evaluation of Marginal Log-Likelihood Estimation performance on the DS8 dataset, comprising 64 Taxa and 1008 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) | DS8 64 Taxa, 1008 Sites | | Metric | Marginal Log-Likelihood | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 29 of 29 | | 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](): Lower is better; unit: SCALAR. ## Recorded results | Method | Marginal Log-Likelihood | Result date | Report paper | | --- | --- | --- | --- | | CSMC | -11013.57 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | ϕ-CSMC | -9209.18 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8736.81 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8727.93 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8719.44 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8717.27 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8716.61 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8691.96 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8691.38 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8690.41 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8684.9 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8684.38 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8683.54 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8683.22 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8679.48 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8673.15 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8671.32 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8666.85 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8666.68 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8666.63 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8666.39 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8665.99 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8665.54 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8663.51 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8662.53 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8660.48 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | VBPI-GNN | -8650.65 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | MrBayes SS | -8649.88 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | MrBayes SS (Replication) | -8646.18 | Not recorded | 68fa5f4d1e209131ce9e8d62 | ### CSMC Marginal Log-Likelihood: -11013.57. Result ID: 698bc1527a967eddb7711f19. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ϕ-CSMC Marginal Log-Likelihood: -9209.18. Result ID: 698bc1527a967eddb7711f1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GeoPhy Marginal Log-Likelihood: -8736.81. Result ID: 698bc1527a967eddb7711f21. [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: -8727.93. Result ID: 698bc1527a967eddb7711f1b. [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: -8719.44. Result ID: 698bc1527a967eddb7711f27. [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: -8717.27. Result ID: 698bc1527a967eddb7711f2d. [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: -8716.61. Result ID: 698bc1527a967eddb7711f1c. [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: -8691.96. Result ID: 698bc1527a967eddb7711f23. [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: -8691.38. Result ID: 698bc1527a967eddb7711f1d. [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: -8690.41. Result ID: 698bc1527a967eddb7711f28. [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: -8684.9. Result ID: 698bc1527a967eddb7711f2e. [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: -8684.38. Result ID: 698bc1527a967eddb7711f22. [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: -8683.54. Result ID: 698bc1527a967eddb7711f2f. [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: -8683.22. Result ID: 698bc1527a967eddb7711f29. [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: -8679.48. Result ID: 698bc1527a967eddb7711f1e. [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: -8673.15. Result ID: 698bc1527a967eddb7711f2b. [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: -8671.32. Result ID: 698bc1527a967eddb7711f31. [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: -8666.85. Result ID: 698bc1527a967eddb7711f2a. [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: -8666.68. Result ID: 698bc1527a967eddb7711f2c. [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: -8666.63. Result ID: 698bc1527a967eddb7711f25. [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: -8666.39. Result ID: 698bc1527a967eddb7711f26. [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: -8665.99. Result ID: 698bc1527a967eddb7711f20. [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: -8665.54. Result ID: 698bc1527a967eddb7711f1f. [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: -8663.51. Result ID: 698bc1527a967eddb7711f30. [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: -8662.53. Result ID: 698bc1527a967eddb7711f24. [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: -8660.48. Result ID: 698bc1527a967eddb7711f32. [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. ### VBPI-GNN Marginal Log-Likelihood: -8650.65. Result ID: 698bc1527a967eddb7711f18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MrBayes SS Marginal Log-Likelihood: -8649.88. Result ID: 698bc1527a967eddb7711f16. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MrBayes SS (Replication) Marginal Log-Likelihood: -8646.18. Result ID: 698bc1527a967eddb7711f17. [Reporting 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.