# ReLU Approximation on SST-2 RoBERTa tokenized vectors (test) Source: [ReLU Approximation on SST-2 RoBERTa tokenized vectors (test)]() Collection index: [llms.txt]() Data updated: 2026-05-25T08:58:33.523Z Evaluation of the model's ability to approximate ReLU functions using the test split of the SST-2 dataset, specifically utilizing RoBERTa tokenized vector representations, measured by Mean Squared Error (MSE). 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 | ReLU approximation | | Dataset (including any stated split) | SST-2 RoBERTa tokenized vectors (test) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 5 of 5 | | 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 - [MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | Kernel Polynomial | 0.002 | Not recorded | 6a13d7a36f71c5ae7dc9e9dd | | X Squared | 0.016 | Not recorded | 6a13d7a36f71c5ae7dc9e9dd | | FasterCryptoNets | 0.037 | Not recorded | 6a13d7a36f71c5ae7dc9e9dd | | Chebyshev - 5 | 0.629 | Not recorded | 6a13d7a36f71c5ae7dc9e9dd | | Chebyshev - 3 | 1.641 | Not recorded | 6a13d7a36f71c5ae7dc9e9dd | ### Kernel Polynomial MSE: 0.002. Result ID: 6a140f1ffbc373592c0b66ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction. ### X Squared MSE: 0.016. Result ID: 6a140f1ffbc373592c0b66f0. [Reporting paper]() Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction. ### FasterCryptoNets MSE: 0.037. Result ID: 6a140f1ffbc373592c0b66f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction. ### Chebyshev - 5 MSE: 0.629. Result ID: 6a140f1ffbc373592c0b66f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction. ### Chebyshev - 3 MSE: 1.641. Result ID: 6a140f1ffbc373592c0b66f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"RoBERTa"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.