# Classification on Higgs (Accuracy, F1) Source: [Classification on Higgs (Accuracy, F1)]() Collection index: [llms.txt]() Data updated: 2026-05-26T09:58:52.300Z Evaluation of Classification performance on the Higgs dataset, reporting Accuracy and 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 | Classification | | Dataset (including any stated split) | Higgs | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | QAT | 76.3 | Not recorded | 6a15291bdbd7150506f7df44 | | FP | 75.61 | Not recorded | 6a15291bdbd7150506f7df44 | | FP | 75.61 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 75.5 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 75.4 | Not recorded | 6a15291bdbd7150506f7df44 | | OWQ | 75.3 | Not recorded | 6a15291bdbd7150506f7df44 | | Full Precision | 74.78 | Not recorded | 6a15291bdbd7150506f7df44 | | NMP-QAT | 74.58 | Not recorded | 6a15291bdbd7150506f7df44 | | NMP-QAT | 73.4 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 73.2 | Not recorded | 6a15291bdbd7150506f7df44 | | PPSO | 69.5 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 69.2 | Not recorded | 6a15291bdbd7150506f7df44 | | NMP-QAT | 68.7 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 67.8 | Not recorded | 6a15291bdbd7150506f7df44 | | PPSO | 67.5 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 67.3 | Not recorded | 6a15291bdbd7150506f7df44 | | OWQ | 67.3 | Not recorded | 6a15291bdbd7150506f7df44 | | PPSO | 67.2 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 67.1 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 66.7 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 66.5 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 65.7 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 64.8 | Not recorded | 6a15291bdbd7150506f7df44 | | OWQ | 61.7 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 49.9 | Not recorded | 6a15291bdbd7150506f7df44 | | QAT | 49.9 | Not recorded | 6a15291bdbd7150506f7df44 | ### QAT Accuracy: 76.3. Result ID: 6a156e99fbc373592c0d5664. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"16-bit"}. This record does not assert independent reproduction. ### FP Accuracy: 75.61. Result ID: 6a156e99fbc373592c0d561a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"TabFormer"}. This record does not assert independent reproduction. ### FP Accuracy: 75.61. Result ID: 6a156e99fbc373592c0d565f. [Reporting paper]() Recorded evaluation configuration: {"Precision":"Full Precision"}. This record does not assert independent reproduction. ### QAT Accuracy: 75.5. Result ID: 6a156e99fbc373592c0d5663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"8-bit"}. This record does not assert independent reproduction. ### QAT Accuracy: 75.4. Result ID: 6a156e99fbc373592c0d5662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"4-bit"}. This record does not assert independent reproduction. ### OWQ Accuracy: 75.3. Result ID: 6a156e99fbc373592c0d5665. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quantization":"Outlier-Aware"}. This record does not assert independent reproduction. ### Full Precision Accuracy: 74.78. Result ID: 6a156e99fbc373592c0d55e5. [Reporting paper]() Recorded evaluation configuration: {"Precision":"Full Precision"}. This record does not assert independent reproduction. ### NMP-QAT Accuracy: 74.58. Result ID: 6a156e99fbc373592c0d5667. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quantization":"Adaptive Neuron-level Mixed Precision"}. This record does not assert independent reproduction. ### NMP-QAT Accuracy: 73.4. Result ID: 6a156e99fbc373592c0d55ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### QAT Accuracy: 73.2. Result ID: 6a156e99fbc373592c0d5661. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"1.58-bit"}. This record does not assert independent reproduction. ### PPSO Accuracy: 69.5. Result ID: 6a156e99fbc373592c0d5666. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quantization":"Mixed Precision"}. This record does not assert independent reproduction. ### QAT Accuracy: 69.2. Result ID: 6a156e99fbc373592c0d5660. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"1-bit"}. This record does not assert independent reproduction. ### NMP-QAT Accuracy: 68.7. Result ID: 6a156e99fbc373592c0d5622. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TabFormer"}. This record does not assert independent reproduction. ### QAT Accuracy: 67.8. Result ID: 6a156e99fbc373592c0d561f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"16-bit"}. This record does not assert independent reproduction. ### PPSO Accuracy: 67.5. Result ID: 6a156e99fbc373592c0d55ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### QAT Accuracy: 67.3. Result ID: 6a156e99fbc373592c0d561e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"8-bit"}. This record does not assert independent reproduction. ### OWQ Accuracy: 67.3. Result ID: 6a156e99fbc373592c0d5620. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TabFormer"}. This record does not assert independent reproduction. ### PPSO Accuracy: 67.2. Result ID: 6a156e99fbc373592c0d5621. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TabFormer"}. This record does not assert independent reproduction. ### QAT Accuracy: 67.1. Result ID: 6a156e99fbc373592c0d561d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"4-bit"}. This record does not assert independent reproduction. ### QAT Accuracy: 66.7. Result ID: 6a156e99fbc373592c0d55e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"1-bit"}. This record does not assert independent reproduction. ### QAT Accuracy: 66.5. Result ID: 6a156e99fbc373592c0d55e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"1.58-bit"}. This record does not assert independent reproduction. ### QAT Accuracy: 65.7. Result ID: 6a156e99fbc373592c0d561c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"1.58-bit"}. This record does not assert independent reproduction. ### QAT Accuracy: 64.8. Result ID: 6a156e99fbc373592c0d561b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"1-bit"}. This record does not assert independent reproduction. ### OWQ Accuracy: 61.7. Result ID: 6a156e99fbc373592c0d55eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### QAT Accuracy: 49.9. Result ID: 6a156e99fbc373592c0d55e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"4-bit"}. This record does not assert independent reproduction. ### QAT Accuracy: 49.9. Result ID: 6a156e99fbc373592c0d55e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bit-width":"8-bit"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.