# Semantic Attribute Prediction and Counterfactual Recourse on CELEBA-ATTRIBUTES Source: [Semantic Attribute Prediction and Counterfactual Recourse on CELEBA-ATTRIBUTES]() Collection index: [llms.txt]() Data updated: 2026-05-19T09:33:23.231Z Evaluation of models performing semantic attribute prediction and counterfactual recourse analysis on the CELEBA-ATTRIBUTES dataset, reporting accuracy (Acc.), Variance Difference (VD), Counterfactual Recourse Gap (CRG), and Directional Similarity (DirSim). 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 | Semantic Attribute Prediction and Counterfactual Recourse | | Dataset (including any stated split) | CELEBA-ATTRIBUTES | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Variance Difference (VD)](): Lower is better; unit: SCALAR. - [Counterfactual Recourse Gap (CRG)](): Lower is better; unit: SCALAR. - [Directional Similarity (DirSim)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PTQ INT8 | 90.2 | Not recorded | 6a0bee90dbc836b87d82c3a9 | | CFQ-QAT | 89.9 | Not recorded | 6a0bee90dbc836b87d82c3a9 | | CF-PTQ | 89.8 | Not recorded | 6a0bee90dbc836b87d82c3a9 | | MixedPrec-QAT | 89.7 | Not recorded | 6a0bee90dbc836b87d82c3a9 | | KD+Quant | 89.5 | Not recorded | 6a0bee90dbc836b87d82c3a9 | | PTQ INT4 | 88.6 | Not recorded | 6a0bee90dbc836b87d82c3a9 | | Prune+Quant | 88.3 | Not recorded | 6a0bee90dbc836b87d82c3a9 | ### PTQ INT8 Accuracy: 90.2. Result ID: 6a0c2e54fbc373592c029ceb. [Reporting paper]() Recorded evaluation configuration: {"Overhead":"1.00×"}. This record does not assert independent reproduction. ### CFQ-QAT Accuracy: 89.9. Result ID: 6a0c2e54fbc373592c029cf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overhead":"1.46×"}. This record does not assert independent reproduction. ### CF-PTQ Accuracy: 89.8. Result ID: 6a0c2e54fbc373592c029cf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overhead":"1.28×"}. This record does not assert independent reproduction. ### MixedPrec-QAT Accuracy: 89.7. Result ID: 6a0c2e54fbc373592c029ced. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overhead":"1.18×"}. This record does not assert independent reproduction. ### KD+Quant Accuracy: 89.5. Result ID: 6a0c2e54fbc373592c029cef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overhead":"1.25×"}. This record does not assert independent reproduction. ### PTQ INT4 Accuracy: 88.6. Result ID: 6a0c2e54fbc373592c029cec. [Reporting paper]() Recorded evaluation configuration: {"Overhead":"1.00×"}. This record does not assert independent reproduction. ### Prune+Quant Accuracy: 88.3. Result ID: 6a0c2e54fbc373592c029cee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Overhead":"1.13×"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.