# Ambivalence/hesitancy recognition on BAH 10 target subjects, 214 source subjects Source: [Ambivalence/hesitancy recognition on BAH 10 target subjects, 214 source subjects]() Collection index: [llms.txt]() Data updated: 2026-03-11T06:42:23.979Z Evaluation of Ambivalence/hesitancy recognition performance using the BAH dataset, specifically focusing on results segmented across the 10 target subjects out of 214 source subjects. 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 | Ambivalence/hesitancy recognition | | Dataset (including any stated split) | BAH 10 target subjects, 214 source subjects | | Metric | Subject 1 Performance | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Subject 1 Performance](): Higher is better; unit: PERCENT. - [Subject 2 Performance](): Higher is better; unit: PERCENT. - [Subject 3 Performance](): Higher is better; unit: PERCENT. - [Subject 4 Performance](): Higher is better; unit: PERCENT. - [Subject 5 Performance](): Higher is better; unit: PERCENT. - [Subject 6 Performance](): Higher is better; unit: PERCENT. - [Subject 7 Performance](): Higher is better; unit: PERCENT. - [Subject 8 Performance](): Higher is better; unit: PERCENT. - [Subject 9 Performance](): Higher is better; unit: PERCENT. - [Subject 10 Performance](): Higher is better; unit: PERCENT. - [Average Performance](): Higher is better; unit: PERCENT. ## Recorded results | Method | Subject 1 Performance | Result date | Report paper | | --- | --- | --- | --- | | Fine-tune | 93.35 | Not recorded | 68fa7aa91e209131cea8475a | | SFDA-PFT | 69.46 | Not recorded | 68fa7aa91e209131cea8475a | | DSFDA | 61.24 | Not recorded | 68fa7aa91e209131cea8475a | | SFIT | 60.15 | Not recorded | 68fa7aa91e209131cea8475a | | SFDA-IT | 60 | Not recorded | 68fa7aa91e209131cea8475a | | TPDS | 50.42 | Not recorded | 68fa7aa91e209131cea8475a | | SHOT | 49.73 | Not recorded | 68fa7aa91e209131cea8475a | | Source model | 49.71 | Not recorded | 68fa7aa91e209131cea8475a | | NRC | 49.46 | Not recorded | 68fa7aa91e209131cea8475a | ### Fine-tune Subject 1 Performance: 93.35. Result ID: 69b10d1e6dbb7075b95abe45. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Oracle","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SFDA-PFT Subject 1 Performance: 69.46. Result ID: 69b10d1e6dbb7075b95abe44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (data-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DSFDA Subject 1 Performance: 61.24. Result ID: 69b10d1e6dbb7075b95abe41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SFIT Subject 1 Performance: 60.15. Result ID: 69b10d1e6dbb7075b95abe42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (data-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SFDA-IT Subject 1 Performance: 60. Result ID: 69b10d1e6dbb7075b95abe43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (data-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### TPDS Subject 1 Performance: 50.42. Result ID: 69b10d1e6dbb7075b95abe40. [Reporting paper]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SHOT Subject 1 Performance: 49.73. Result ID: 69b10d1e6dbb7075b95abe3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Source model Subject 1 Performance: 49.71. Result ID: 69b10d1e6dbb7075b95abe3d. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Source-only","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### NRC Subject 1 Performance: 49.46. Result ID: 69b10d1e6dbb7075b95abe3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.