# After-visit care instruction generation on After-visit care instruction generation dataset (test) Source: [After-visit care instruction generation on After-visit care instruction generation dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:42.698Z Evaluation of model performance on generating after-visit care instructions using the specified test set, assessed using BERTScore, Concept-F1, and GPT-2 Perplexity. 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 | After-visit care instruction generation | | Dataset (including any stated split) | After-visit care instruction generation dataset (test) | | Metric | BERTScore | | 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 - [BERTScore](): Higher is better; unit: SCALAR. - [Concept F1](): Higher is better; unit: PERCENT. - [GPT-2 Perplexity](): Lower is better; unit: SCALAR. ## Recorded results | Method | BERTScore | Result date | Report paper | | --- | --- | --- | --- | | Semantic weighted | 31.48 | Not recorded | 68fa6fa31e209131cea46dac | | Semantic weighted | 30.59 | Not recorded | 68fa6fa31e209131cea46dac | | Semantic weighted | 30.54 | Not recorded | 68fa6fa31e209131cea46dac | | Semantic weighted | 28.97 | Not recorded | 68fa6fa31e209131cea46dac | | Concept weighted | 28.29 | Not recorded | 68fa6fa31e209131cea46dac | | Concept weighted | 28.19 | Not recorded | 68fa6fa31e209131cea46dac | | Concept weighted | 28.08 | Not recorded | 68fa6fa31e209131cea46dac | | Concept weighted | 27.82 | Not recorded | 68fa6fa31e209131cea46dac | | Unweighted | 26.74 | Not recorded | 68fa6fa31e209131cea46dac | | Unweighted | 26.22 | Not recorded | 68fa6fa31e209131cea46dac | | Unweighted | 25.42 | Not recorded | 68fa6fa31e209131cea46dac | | Unweighted | 25.09 | Not recorded | 68fa6fa31e209131cea46dac | | DBA | 23.59 | Not recorded | 68fa6fa31e209131cea46dac | | Baseline | 22.48 | Not recorded | 68fa6fa31e209131cea46dac | ### Semantic weighted BERTScore: 31.48. Result ID: 6990f8903a6c31484904b43f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.75}. This record does not assert independent reproduction. ### Semantic weighted BERTScore: 30.59. Result ID: 6990f8903a6c31484904b440. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":1}. This record does not assert independent reproduction. ### Semantic weighted BERTScore: 30.54. Result ID: 6990f8903a6c31484904b43e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.5}. This record does not assert independent reproduction. ### Semantic weighted BERTScore: 28.97. Result ID: 6990f8903a6c31484904b43d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.25}. This record does not assert independent reproduction. ### Concept weighted BERTScore: 28.29. Result ID: 6990f8903a6c31484904b439. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.25}. This record does not assert independent reproduction. ### Concept weighted BERTScore: 28.19. Result ID: 6990f8903a6c31484904b43a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.5}. This record does not assert independent reproduction. ### Concept weighted BERTScore: 28.08. Result ID: 6990f8903a6c31484904b43b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.75}. This record does not assert independent reproduction. ### Concept weighted BERTScore: 27.82. Result ID: 6990f8903a6c31484904b43c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":1}. This record does not assert independent reproduction. ### Unweighted BERTScore: 26.74. Result ID: 6990f8903a6c31484904b438. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":1}. This record does not assert independent reproduction. ### Unweighted BERTScore: 26.22. Result ID: 6990f8903a6c31484904b437. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.75}. This record does not assert independent reproduction. ### Unweighted BERTScore: 25.42. Result ID: 6990f8903a6c31484904b436. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.5}. This record does not assert independent reproduction. ### Unweighted BERTScore: 25.09. Result ID: 6990f8903a6c31484904b435. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":0.25}. This record does not assert independent reproduction. ### DBA BERTScore: 23.59. Result ID: 6990f8903a6c31484904b434. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":null}. This record does not assert independent reproduction. ### Baseline BERTScore: 22.48. Result ID: 6990f8903a6c31484904b433. [Reporting paper]() Recorded evaluation configuration: {"alpha":0}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.