# Zero-shot Boolean Question Answering on BoolQ (Accuracy) Source: [Zero-shot Boolean Question Answering on BoolQ (Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-23T08:12:28.748Z Evaluation of model performance on the BoolQ dataset under zero-shot conditions for Boolean Question Answering, 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 | Zero-shot Boolean Question Answering | | Dataset (including any stated split) | BoolQ zero-shot | | Metric | Zero-shot Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [Zero-shot Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Zero-shot Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FP16 | 71.07 | Not recorded | 69e85ba47d0172140ec80fa9 | | LBLLM | 64.5 | Not recorded | 69e85ba47d0172140ec80fa9 | | FBI-LLM | 61.5 | Not recorded | 69e85ba47d0172140ec80fa9 | | Onebit | 57.28 | Not recorded | 69e85ba47d0172140ec80fa9 | ### FP16 Zero-shot Accuracy: 71.07. Result ID: 69e9d46b47f34ce924d0dd7a. [Reporting paper]() Recorded evaluation configuration: {"Bits":"–","Backbone":"LLAMA-2-7B"}. This record does not assert independent reproduction. ### LBLLM Zero-shot Accuracy: 64.5. Result ID: 69e9d46b47f34ce924d0dd7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bits":"W(1+1)A4","Backbone":"LLAMA-2-7B"}. This record does not assert independent reproduction. ### FBI-LLM Zero-shot Accuracy: 61.5. Result ID: 69e9d46b47f34ce924d0dd7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bits":"W1A16","Backbone":"LLAMA-2-7B"}. This record does not assert independent reproduction. ### Onebit Zero-shot Accuracy: 57.28. Result ID: 69e9d46b47f34ce924d0dd7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Bits":"W1A16","Backbone":"LLAMA-2-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.