# Taxonomic classification correction on Marine Source: [Taxonomic classification correction on Marine]() Collection index: [llms.txt]() Data updated: 2026-05-29T08:02:53.504Z Evaluation of model performance on taxonomic classification correction using the Marine dataset, reporting standard classification metrics like F1 Score, Recall, and Precision. 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 | Taxonomic classification correction | | Dataset (including any stated split) | Marine | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | TaxDistill (500M) | 86.6 | Not recorded | 6a191d63dbd7150506f8264f | | TaxDistill (100M) | 86.54 | Not recorded | 6a191d63dbd7150506f8264f | | TaxDistill (500M) | 86.48 | Not recorded | 6a191d63dbd7150506f8264f | | TaxDistill (100M) | 86.35 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer | 84.83 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer\_G | 84.79 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer | 84.72 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer\_G | 84.3 | Not recorded | 6a191d63dbd7150506f8264f | | Base | 83.94 | Not recorded | 6a191d63dbd7150506f8264f | | TaxDistill (500M) | 76.73 | Not recorded | 6a191d63dbd7150506f8264f | | TaxDistill (100M) | 76.57 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer\_G | 75.81 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer | 75.46 | Not recorded | 6a191d63dbd7150506f8264f | | Base | 74.55 | Not recorded | 6a191d63dbd7150506f8264f | | Base | 74.39 | Not recorded | 6a191d63dbd7150506f8264f | ### TaxDistill (500M) F1 Score: 86.6. Result ID: 6a19470cfbc373592c13702b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"Metabuli"}. This record does not assert independent reproduction. ### TaxDistill (100M) F1 Score: 86.54. Result ID: 6a19470cfbc373592c13702a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"Metabuli"}. This record does not assert independent reproduction. ### TaxDistill (500M) F1 Score: 86.48. Result ID: 6a19470cfbc373592c137030. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"MMseq2"}. This record does not assert independent reproduction. ### TaxDistill (100M) F1 Score: 86.35. Result ID: 6a19470cfbc373592c13702f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"MMseq2"}. This record does not assert independent reproduction. ### Taxometer F1 Score: 84.83. Result ID: 6a19470cfbc373592c137028. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Metabuli"}. This record does not assert independent reproduction. ### Taxometer\_G F1 Score: 84.79. Result ID: 6a19470cfbc373592c137029. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Metabuli"}. This record does not assert independent reproduction. ### Taxometer F1 Score: 84.72. Result ID: 6a19470cfbc373592c13702d. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"MMseq2"}. This record does not assert independent reproduction. ### Taxometer\_G F1 Score: 84.3. Result ID: 6a19470cfbc373592c13702e. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"MMseq2"}. This record does not assert independent reproduction. ### Base F1 Score: 83.94. Result ID: 6a19470cfbc373592c137027. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Metabuli"}. This record does not assert independent reproduction. ### TaxDistill (500M) F1 Score: 76.73. Result ID: 6a19470cfbc373592c137035. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"Kraken2"}. This record does not assert independent reproduction. ### TaxDistill (100M) F1 Score: 76.57. Result ID: 6a19470cfbc373592c137034. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"Kraken2"}. This record does not assert independent reproduction. ### Taxometer\_G F1 Score: 75.81. Result ID: 6a19470cfbc373592c137033. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Kraken2"}. This record does not assert independent reproduction. ### Taxometer F1 Score: 75.46. Result ID: 6a19470cfbc373592c137032. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Kraken2"}. This record does not assert independent reproduction. ### Base F1 Score: 74.55. Result ID: 6a19470cfbc373592c137031. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Kraken2"}. This record does not assert independent reproduction. ### Base F1 Score: 74.39. Result ID: 6a19470cfbc373592c13702c. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"MMseq2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.