# Clinical Concept Extraction on Semeval Task 14 2015 (test) Source: [Clinical Concept Extraction on Semeval Task 14 2015 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:25.952Z Evaluation of Clinical Concept Extraction performance on the test split of the Semeval Task 14 2015 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 14 2015 (test) | | Metric | Exact F1 | | Unit | SCALAR | | 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: SCALAR. ## Recorded results | Method | Exact F1 | Result date | Report paper | | --- | --- | --- | --- | | BERTlarge | 0.8165 | Not recorded | 68fa663c1e209131cea0f0eb | | Prior SOTA (Zhang et al., 2014) | 0.813 | Not recorded | 68fa663c1e209131cea0f0eb | | BERTbase | 0.8067 | Not recorded | 68fa663c1e209131cea0f0eb | | ELMo | 0.8046 | Not recorded | 68fa663c1e209131cea0f0eb | | BioBERT | 0.7997 | Not recorded | 68fa663c1e209131cea0f0eb | | BERTlarge | 0.7797 | Not recorded | 68fa663c1e209131cea0f0eb | | fastText | 0.7785 | Not recorded | 68fa663c1e209131cea0f0eb | | BERTbase | 0.7757 | Not recorded | 68fa663c1e209131cea0f0eb | | GloVe | 0.7668 | Not recorded | 68fa663c1e209131cea0f0eb | | word2vec | 0.7642 | Not recorded | 68fa663c1e209131cea0f0eb | | ELMo | 0.7515 | Not recorded | 68fa663c1e209131cea0f0eb | | word2vec | 0.7309 | Not recorded | 68fa663c1e209131cea0f0eb | | fastText | 0.7267 | Not recorded | 68fa663c1e209131cea0f0eb | | GloVe | 0.7213 | Not recorded | 68fa663c1e209131cea0f0eb | ### BERTlarge Exact F1: 0.8165. Result ID: 698ce4bb8b517eb4331d7a3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### Prior SOTA (Zhang et al., 2014) Exact F1: 0.813. Result ID: 698ce4bb8b517eb4331d7a3c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BERTbase Exact F1: 0.8067. Result ID: 698ce4bb8b517eb4331d7a38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### ELMo Exact F1: 0.8046. Result ID: 698ce4bb8b517eb4331d7a36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### BioBERT Exact F1: 0.7997. Result ID: 698ce4bb8b517eb4331d7a3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### BERTlarge Exact F1: 0.7797. Result ID: 698ce4bb8b517eb4331d7a39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### fastText Exact F1: 0.7785. Result ID: 698ce4bb8b517eb4331d7a34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### BERTbase Exact F1: 0.7757. Result ID: 698ce4bb8b517eb4331d7a37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### GloVe Exact F1: 0.7668. Result ID: 698ce4bb8b517eb4331d7a32. [Reporting paper]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### word2vec Exact F1: 0.7642. Result ID: 698ce4bb8b517eb4331d7a30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"MIMIC"}. This record does not assert independent reproduction. ### ELMo Exact F1: 0.7515. Result ID: 698ce4bb8b517eb4331d7a35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### word2vec Exact F1: 0.7309. Result ID: 698ce4bb8b517eb4331d7a2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### fastText Exact F1: 0.7267. Result ID: 698ce4bb8b517eb4331d7a33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Corpus":"General"}. This record does not assert independent reproduction. ### GloVe Exact F1: 0.7213. Result ID: 698ce4bb8b517eb4331d7a31. [Reporting paper]() 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.