# Flat Named Entity Recognition on OntoNotes 5.0 (test) Source: [Flat Named Entity Recognition on OntoNotes 5.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:42.240Z Evaluation of Flat Named Entity Recognition performance on the test split of the OntoNotes 5.0 dataset, reporting Micro F1 score. 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 | Flat Named Entity Recognition | | Dataset (including any stated split) | OntoNotes 5.0 (test) | | Metric | Micro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Micro F1](): Higher is better; unit: PERCENT. - [Micro Precision](): Higher is better; unit: PERCENT. - [Micro Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Micro F1 | Result date | Report paper | | --- | --- | --- | --- | | PL-Marker | 91.9 | Not recorded | 68fa6c541e209131cea3352b | | Random Packing | 91.8 | Not recorded | 68fa6c541e209131cea3352b | | DSpERT | 91.76 | Not recorded | 68fa6f411e209131cea448c6 | | Zhu and Li | 91.74 | Not recorded | 68fa6f411e209131cea448c6 | | T-Concat | 91.7 | Not recorded | 68fa6c541e209131cea3352b | | Yu et al. (2020) | 91.3 | Not recorded | 68fa6c541e209131cea3352b | | Yu et al. | 91.3 | Not recorded | 68fa6f411e209131cea448c6 | | SeqTagger | 91.2 | Not recorded | 68fa6c541e209131cea3352b | | Li et al. | 91.11 | Not recorded | 68fa6f411e209131cea448c6 | | Li et al. (2020) | 91.1 | Not recorded | 68fa6c541e209131cea3352b | | DSpERT | 91.06 | Not recorded | 68fa6f411e209131cea448c6 | | Shen et al. | 90.96 | Not recorded | 68fa6f411e209131cea448c6 | | Li et al. | 90.5 | Not recorded | 68fa6f411e209131cea448c6 | | Yan et al. (2021) | 90.4 | Not recorded | 68fa6c541e209131cea3352b | | Yan et al. | 90.38 | Not recorded | 68fa6f411e209131cea448c6 | | Devlin et al. (2019) | 89.2 | Not recorded | 68fa6c541e209131cea3352b | | Ma and Hovy (2016) | 86.3 | Not recorded | 68fa6c541e209131cea3352b | ### PL-Marker Micro F1: 91.9. Result ID: 698f02e33a6c314849f4ae56. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Implementation":"Our model"}. This record does not assert independent reproduction. ### Random Packing Micro F1: 91.8. Result ID: 698f02e33a6c314849f4ae55. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSpERT Micro F1: 91.76. Result ID: 69909d9f3a6c31484901e340. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"best score":true}. This record does not assert independent reproduction. ### Zhu and Li Micro F1: 91.74. Result ID: 69909d9f3a6c31484901e33e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"year":"2022"}. This record does not assert independent reproduction. ### T-Concat Micro F1: 91.7. Result ID: 698f02e33a6c314849f4ae54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Implementation":"Our implementation"}. This record does not assert independent reproduction. ### Yu et al. (2020) Micro F1: 91.3. Result ID: 698f02e33a6c314849f4ae51. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Yu et al. Micro F1: 91.3. Result ID: 69909d9f3a6c31484901e33b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"year":"2020"}. This record does not assert independent reproduction. ### SeqTagger Micro F1: 91.2. Result ID: 698f02e33a6c314849f4ae53. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Implementation":"Our implementation"}. This record does not assert independent reproduction. ### Li et al. Micro F1: 91.11. Result ID: 69909d9f3a6c31484901e33a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"year":"2020b"}. This record does not assert independent reproduction. ### Li et al. (2020) Micro F1: 91.1. Result ID: 698f02e33a6c314849f4ae50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DSpERT Micro F1: 91.06. Result ID: 69909d9f3a6c31484901e341. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"average of multiple independent runs":true}. This record does not assert independent reproduction. ### Shen et al. Micro F1: 90.96. Result ID: 69909d9f3a6c31484901e33f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"year":"2022"}. This record does not assert independent reproduction. ### Li et al. Micro F1: 90.5. Result ID: 69909d9f3a6c31484901e33d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"average of multiple independent runs":true,"year":"2022"}. This record does not assert independent reproduction. ### Yan et al. (2021) Micro F1: 90.4. Result ID: 698f02e33a6c314849f4ae52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Yan et al. Micro F1: 90.38. Result ID: 69909d9f3a6c31484901e33c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"year":"2021"}. This record does not assert independent reproduction. ### Devlin et al. (2019) Micro F1: 89.2. Result ID: 698f02e33a6c314849f4ae4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ma and Hovy (2016) Micro F1: 86.3. Result ID: 698f02e33a6c314849f4ae4e. [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.