# Agreement/Honesty classification on ABAW A/H 10 (test) Source: [Agreement/Honesty classification on ABAW A/H 10 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-18T06:51:23.211Z Evaluation of model performance on the Agreement/Honesty classification task using the test split of the ABAW A/H 10 dataset, measured primarily by Macro 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 | Agreement/Honesty classification | | Dataset (including any stated split) | ABAW A/H 10 (test) | | Metric | Macro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Macro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro F1 | Result date | Report paper | | --- | --- | --- | --- | | ConflictAwareAH | 69.4 | Not recorded | 69ba31740636e5bf4afc0697 | | ConflictAwareAH | 69 | Not recorded | 69ba31740636e5bf4afc0697 | | BAH: Zero-shot M-LLM + transcript | 63.4 | Not recorded | 69ba31740636e5bf4afc0697 | | BAH: LFAN (V+A+T, co-attention) | 59.3 | Not recorded | 69ba31740636e5bf4afc0697 | | BAH: Video-FocalNet base | 56.6 | Not recorded | 69ba31740636e5bf4afc0697 | | BAH: Zero-shot M-LLM (vision only) | 28.3 | Not recorded | 69ba31740636e5bf4afc0697 | ### ConflictAwareAH Macro F1: 69.4. Result ID: 69ba4aa247f34ce924a38c24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ensemble configuration":"2 ckpts × 5 win."}. This record does not assert independent reproduction. ### ConflictAwareAH Macro F1: 69. Result ID: 69ba4aa247f34ce924a38c23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference windows":"1 or 5 windows","Ensemble configuration":"single model"}. This record does not assert independent reproduction. ### BAH: Zero-shot M-LLM + transcript Macro F1: 63.4. Result ID: 69ba4aa247f34ce924a38c22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Modalities":"M-LLM + transcript"}. This record does not assert independent reproduction. ### BAH: LFAN (V+A+T, co-attention) Macro F1: 59.3. Result ID: 69ba4aa247f34ce924a38c21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modalities":"V+A+T","Fusion":"co-attention"}. This record does not assert independent reproduction. ### BAH: Video-FocalNet base Macro F1: 56.6. Result ID: 69ba4aa247f34ce924a38c20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Video-FocalNet base"}. This record does not assert independent reproduction. ### BAH: Zero-shot M-LLM (vision only) Macro F1: 28.3. Result ID: 69ba4aa247f34ce924a38c1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zero-shot":"true","Modalities":"vision only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.