# Marginal Log-Likelihood Estimation on DS5 50 Taxa, 378 Sites Source: [Marginal Log-Likelihood Estimation on DS5 50 Taxa, 378 Sites]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:55.178Z Evaluation of Marginal Log-Likelihood Estimation performance on the DS5 50 Taxa, 378 Sites dataset, typically measured using MLL. 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) | DS5 50 Taxa, 378 Sites | | Metric | MLL | | Unit | SCALAR | | Direction | Lower 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](): Lower is better; unit: SCALAR. ## Recorded results | Method | MLL | Result date | Report paper | | --- | --- | --- | --- | | VCSMC | -9449.65 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | CSMC | -8940.62 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | ϕ-CSMC | -8367.51 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8251.99 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8251.45 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8251.09 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8251.01 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8243.92 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8241.25 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8241.07 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8240.87 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8239.96 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8239.55 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8239.36 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8238.16 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8237.75 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8237.33 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8236.99 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8236.9 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8236.69 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8236.42 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8236.13 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8235.41 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8235.03 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8234.18 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8234.06 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | GeoPhy | -8233.89 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | VBPI-GNN | -8214.64 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | MrBayes SS | -8214.51 | Not recorded | 68fa5f4d1e209131ce9e8d62 | | MrBayes SS (Replication) | -8209.17 | Not recorded | 68fa5f4d1e209131ce9e8d62 | ### VCSMC MLL: -9449.65. Result ID: 698bc1527a967eddb7711ec3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSMC MLL: -8940.62. Result ID: 698bc1527a967eddb7711ec2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ϕ-CSMC MLL: -8367.51. Result ID: 698bc1527a967eddb7711ec4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GeoPhy MLL: -8251.99. Result ID: 698bc1527a967eddb7711ec5. [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: -8251.45. Result ID: 698bc1527a967eddb7711ed1. [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: -8251.09. Result ID: 698bc1527a967eddb7711ed7. [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: -8251.01. Result ID: 698bc1527a967eddb7711ecb. [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: -8243.92. Result ID: 698bc1527a967eddb7711ed4. [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: -8241.25. Result ID: 698bc1527a967eddb7711ed0. [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: -8241.07. Result ID: 698bc1527a967eddb7711ec8. [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: -8240.87. Result ID: 698bc1527a967eddb7711eda. [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: -8239.96. Result ID: 698bc1527a967eddb7711ecd. [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: -8239.55. Result ID: 698bc1527a967eddb7711ed9. [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: -8239.36. Result ID: 698bc1527a967eddb7711ed2. [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: -8238.16. Result ID: 698bc1527a967eddb7711ec9. [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: -8237.75. Result ID: 698bc1527a967eddb7711ecc. [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: -8237.33. Result ID: 698bc1527a967eddb7711ece. [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: -8236.99. Result ID: 698bc1527a967eddb7711ec6. [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: -8236.9. Result ID: 698bc1527a967eddb7711ed8. [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: -8236.69. Result ID: 698bc1527a967eddb7711eca. [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: -8236.42. Result ID: 698bc1527a967eddb7711ed5. [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: -8236.13. Result ID: 698bc1527a967eddb7711ec7. [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: -8235.41. Result ID: 698bc1527a967eddb7711ed3. [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: -8235.03. Result ID: 698bc1527a967eddb7711ed6. [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: -8234.18. Result ID: 698bc1527a967eddb7711ecf. [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: -8234.06. Result ID: 698bc1527a967eddb7711edb. [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: -8233.89. Result ID: 698bc1527a967eddb7711edc. [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 MLL: -8214.64. Result ID: 698bc1527a967eddb7711ec1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MrBayes SS MLL: -8214.51. Result ID: 698bc1527a967eddb7711ebf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MrBayes SS (Replication) MLL: -8209.17. Result ID: 698bc1527a967eddb7711ec0. [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.