# Clinical Concept Extraction on Semeval Task 7 2014 (test) Source: [Clinical Concept Extraction on Semeval Task 7 2014 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:25.937Z Evaluation of Clinical Concept Extraction performance on the test split of the Semeval Task 7 2014 dataset, measured using Exact 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 | Clinical concept extraction | | Dataset (including any stated split) | Semeval Task 7 2014 (test) | | Metric | Exact F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Exact F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Exact F1 | Result date | Report paper | | --- | --- | --- | --- | | BERTlarge | 80.74 | Not recorded | 68fa663c1e209131cea0f0eb | | Prior SOTA (Tang et al., 2015) | 80.3 | Not recorded | 68fa663c1e209131cea0f0eb | | BERTbase | 80.07 | Not recorded | 68fa663c1e209131cea0f0eb | | BERTlarge | 78.75 | Not recorded | 68fa663c1e209131cea0f0eb | | ELMo | 78.58 | Not recorded | 68fa663c1e209131cea0f0eb | | BioBERT | 77.91 | Not recorded | 68fa663c1e209131cea0f0eb | | GloVe | 77.73 | Not recorded | 68fa663c1e209131cea0f0eb | | word2vec | 77.48 | Not recorded | 68fa663c1e209131cea0f0eb | | BERTbase | 76.76 | Not recorded | 68fa663c1e209131cea0f0eb | | fastText | 76.47 | Not recorded | 68fa663c1e209131cea0f0eb | | ELMo | 72.27 | Not recorded | 68fa663c1e209131cea0f0eb | | word2vec | 72.2 | Not recorded | 68fa663c1e209131cea0f0eb | | GloVe | 70.22 | Not recorded | 68fa663c1e209131cea0f0eb | | fastText | 69.87 | Not recorded | 68fa663c1e209131cea0f0eb | ### BERTlarge Exact F1: 80.74. Result ID: 698ce4bb8b517eb4331d7a2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### Prior SOTA (Tang et al., 2015) Exact F1: 80.3. Result ID: 698ce4bb8b517eb4331d7a2e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERTbase Exact F1: 80.07. Result ID: 698ce4bb8b517eb4331d7a2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### BERTlarge Exact F1: 78.75. Result ID: 698ce4bb8b517eb4331d7a2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### ELMo Exact F1: 78.58. Result ID: 698ce4bb8b517eb4331d7a28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### BioBERT Exact F1: 77.91. Result ID: 698ce4bb8b517eb4331d7a2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### GloVe Exact F1: 77.73. Result ID: 698ce4bb8b517eb4331d7a24. [Reporting paper]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### word2vec Exact F1: 77.48. Result ID: 698ce4bb8b517eb4331d7a22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### BERTbase Exact F1: 76.76. Result ID: 698ce4bb8b517eb4331d7a29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### fastText Exact F1: 76.47. Result ID: 698ce4bb8b517eb4331d7a26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### ELMo Exact F1: 72.27. Result ID: 698ce4bb8b517eb4331d7a27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### word2vec Exact F1: 72.2. Result ID: 698ce4bb8b517eb4331d7a21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### GloVe Exact F1: 70.22. Result ID: 698ce4bb8b517eb4331d7a23. [Reporting paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### fastText Exact F1: 69.87. Result ID: 698ce4bb8b517eb4331d7a25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.