# Commonsense Question Answering on BoolQ Source: [Commonsense Question Answering on BoolQ]() Collection index: [llms.txt]() Data updated: 2026-04-23T08:12:28.637Z Evaluation of model performance on the BoolQ dataset for Commonsense Question Answering, typically measured using Accuracy. 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 | Commonsense Question Answering | | Dataset (including any stated split) | BoolQ | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FP16 | 71.07 | Not recorded | 69e85ba47d0172140ec80fa9 | | BWA | 66.12 | Not recorded | 69e85ba47d0172140ec80fa9 | | LBLLM | 64.5 | Not recorded | 69e85ba47d0172140ec80fa9 | | ARB-LLM | 60.21 | Not recorded | 69e85ba47d0172140ec80fa9 | | QuaRot | 57.89 | Not recorded | 69e85ba47d0172140ec80fa9 | | BiLLM | 49.63 | Not recorded | 69e85ba47d0172140ec80fa9 | ### FP16 Accuracy: 71.07. Result ID: 69e9d46b47f34ce924d0dd50. [Reporting paper]() Recorded evaluation configuration: {"Bits":"-","Backbone":"LLAMA-2-7B","Zero-shot":true}. This record does not assert independent reproduction. ### BWA Accuracy: 66.12. Result ID: 69e9d46b47f34ce924d0dd53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bits":"W(1+1)A4","Backbone":"LLAMA-2-7B","Zero-shot":true}. This record does not assert independent reproduction. ### LBLLM Accuracy: 64.5. Result ID: 69e9d46b47f34ce924d0dd55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bits":"W(1+1)A4","Backbone":"LLAMA-2-7B","Zero-shot":true}. This record does not assert independent reproduction. ### ARB-LLM Accuracy: 60.21. Result ID: 69e9d46b47f34ce924d0dd52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bits":"W(1+1)A4","Backbone":"LLAMA-2-7B","Zero-shot":true}. This record does not assert independent reproduction. ### QuaRot Accuracy: 57.89. Result ID: 69e9d46b47f34ce924d0dd54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Bits":"W2A4","Backbone":"LLAMA-2-7B","Zero-shot":true}. This record does not assert independent reproduction. ### BiLLM Accuracy: 49.63. Result ID: 69e9d46b47f34ce924d0dd51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bits":"W(1+1)A4","Backbone":"LLAMA-2-7B","Zero-shot":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.