# Taxonomic classification correction on Airways Source: [Taxonomic classification correction on Airways]() Collection index: [llms.txt]() Data updated: 2026-05-29T08:02:53.342Z Evaluation of taxonomic classification correction performance on the Airways dataset, reporting 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) | Airways | | 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) | 92.15 | Not recorded | 6a191d63dbd7150506f8264f | | TaxDistill (100M) | 92.14 | Not recorded | 6a191d63dbd7150506f8264f | | TaxDistill (500M) | 92.05 | Not recorded | 6a191d63dbd7150506f8264f | | TaxDistill (100M) | 91.98 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer | 91.45 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer\_G | 90.81 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer | 90.48 | Not recorded | 6a191d63dbd7150506f8264f | | Base | 90.44 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer\_G | 89.52 | Not recorded | 6a191d63dbd7150506f8264f | | Base | 87.65 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer | 86.18 | Not recorded | 6a191d63dbd7150506f8264f | | Taxometer\_G | 85.4 | Not recorded | 6a191d63dbd7150506f8264f | | TaxDistill (500M) | 85.17 | Not recorded | 6a191d63dbd7150506f8264f | | TaxDistill (100M) | 84.97 | Not recorded | 6a191d63dbd7150506f8264f | | Base | 75.42 | Not recorded | 6a191d63dbd7150506f8264f | ### TaxDistill (500M) F1 Score: 92.15. Result ID: 6a19470cfbc373592c136fe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"Metabuli"}. This record does not assert independent reproduction. ### TaxDistill (100M) F1 Score: 92.14. Result ID: 6a19470cfbc373592c136fdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"Metabuli"}. This record does not assert independent reproduction. ### TaxDistill (500M) F1 Score: 92.05. Result ID: 6a19470cfbc373592c136fe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"MMseq2"}. This record does not assert independent reproduction. ### TaxDistill (100M) F1 Score: 91.98. Result ID: 6a19470cfbc373592c136fe4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"MMseq2"}. This record does not assert independent reproduction. ### Taxometer F1 Score: 91.45. Result ID: 6a19470cfbc373592c136fdd. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Metabuli"}. This record does not assert independent reproduction. ### Taxometer\_G F1 Score: 90.81. Result ID: 6a19470cfbc373592c136fde. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Metabuli"}. This record does not assert independent reproduction. ### Taxometer F1 Score: 90.48. Result ID: 6a19470cfbc373592c136fe2. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"MMseq2"}. This record does not assert independent reproduction. ### Base F1 Score: 90.44. Result ID: 6a19470cfbc373592c136fdc. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Metabuli"}. This record does not assert independent reproduction. ### Taxometer\_G F1 Score: 89.52. Result ID: 6a19470cfbc373592c136fe3. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"MMseq2"}. This record does not assert independent reproduction. ### Base F1 Score: 87.65. Result ID: 6a19470cfbc373592c136fe6. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Kraken2"}. This record does not assert independent reproduction. ### Taxometer F1 Score: 86.18. Result ID: 6a19470cfbc373592c136fe7. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Kraken2"}. This record does not assert independent reproduction. ### Taxometer\_G F1 Score: 85.4. Result ID: 6a19470cfbc373592c136fe8. [Reporting paper]() Recorded evaluation configuration: {"Base Classifier":"Kraken2"}. This record does not assert independent reproduction. ### TaxDistill (500M) F1 Score: 85.17. Result ID: 6a19470cfbc373592c136fea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"Kraken2"}. This record does not assert independent reproduction. ### TaxDistill (100M) F1 Score: 84.97. Result ID: 6a19470cfbc373592c136fe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classifier":"Kraken2"}. This record does not assert independent reproduction. ### Base F1 Score: 75.42. Result ID: 6a19470cfbc373592c136fe1. [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.