# Safety Classification on Bloom safety filter benchmark 400 examples (val) Source: [Safety Classification on Bloom safety filter benchmark 400 examples (val)]() Collection index: [llms.txt]() Data updated: 2026-03-05T06:57:18.850Z Evaluation of model performance on the 400-example validation split of the Bloom safety filter benchmark using standard classification metrics (Accuracy, Precision, Recall, F1). 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 | Safety Classification | | Dataset (including any stated split) | Bloom safety filter benchmark 400 examples (val) | | 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. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Bloom Safety Filter | 100 | Not recorded | 68fa7bef1e209131cea8b6ba | | Bloom Safety Filter | 99 | Not recorded | 68fa7bef1e209131cea8b6ba | | Bloom Safety Filter | 98 | Not recorded | 68fa7bef1e209131cea8b6ba | | Bloom Safety Filter | 97 | Not recorded | 68fa7bef1e209131cea8b6ba | | Bloom Safety Filter | 95 | Not recorded | 68fa7bef1e209131cea8b6ba | | Bloom Safety Filter | 93 | Not recorded | 68fa7bef1e209131cea8b6ba | | Bloom Safety Filter | 92 | Not recorded | 68fa7bef1e209131cea8b6ba | ### Bloom Safety Filter Accuracy: 100. Result ID: 69a928776dbb7075b951f7dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"3: Mental Health","Evaluation protocol":"Strict","Temperature":"0"}. This record does not assert independent reproduction. ### Bloom Safety Filter Accuracy: 99. Result ID: 69a928776dbb7075b951f7df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"5: Inacc. Advice","Evaluation protocol":"Strict","Temperature":"0"}. This record does not assert independent reproduction. ### Bloom Safety Filter Accuracy: 98. Result ID: 69a928776dbb7075b951f7db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"1: Bodily Harm","Evaluation protocol":"Strict","Temperature":"0"}. This record does not assert independent reproduction. ### Bloom Safety Filter Accuracy: 97. Result ID: 69a928776dbb7075b951f7de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"4: Neg. Mindsets","Evaluation protocol":"Strict","Temperature":"0"}. This record does not assert independent reproduction. ### Bloom Safety Filter Accuracy: 95. Result ID: 69a928776dbb7075b951f7dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"2: Body Image","Evaluation protocol":"Strict","Temperature":"0"}. This record does not assert independent reproduction. ### Bloom Safety Filter Accuracy: 93. Result ID: 69a928776dbb7075b951f7e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Overall","Evaluation protocol":"Relaxed","Temperature":"0"}. This record does not assert independent reproduction. ### Bloom Safety Filter Accuracy: 92. Result ID: 69a928776dbb7075b951f7e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Overall","Evaluation protocol":"Strict","Temperature":"0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.