# Natural Language Understanding on GLUE & SuperGLUE (test dev) Source: [Natural Language Understanding on GLUE & SuperGLUE (test dev)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:33.433Z Evaluation of general language understanding capabilities combining metrics from both the GLUE and SuperGLUE benchmark suites, specifically reporting results on the test development (test dev) split. 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 | Natural Language Understanding | | Dataset (including any stated split) | GLUE & SuperGLUE (test dev) | | Metric | STS-B Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [STS-B Score](): Higher is better; unit: SCALAR. - [MRPC Acc](): Higher is better; unit: PERCENT. - [RTE Acc](): Higher is better; unit: PERCENT. - [CoLA MCC](): Higher is better; unit: SCALAR. - [MNLI Acc](): Higher is better; unit: PERCENT. - [BoolQ Acc](): Higher is better; unit: PERCENT. - [WiC Acc](): Higher is better; unit: PERCENT. - [WSC Acc](): Higher is better; unit: PERCENT. - [CB F1 Macro](): Higher is better; unit: PERCENT. - [Avg GLUE/SuperGLUE Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | STS-B Score | Result date | Report paper | | --- | --- | --- | --- | | PEMT | 89.8 | Not recorded | 68fa738b1e209131cea5d1bc | | PEMT | 89.8 | Not recorded | 68fa738b1e209131cea5d1bc | | MPT | 89.7 | Not recorded | 68fa738b1e209131cea5d1bc | | PEMT | 89.2 | Not recorded | 68fa738b1e209131cea5d1bc | | MPT | 89.1 | Not recorded | 68fa738b1e209131cea5d1bc | | MPT | 89.1 | Not recorded | 68fa738b1e209131cea5d1bc | | PT | 88.8 | Not recorded | 68fa738b1e209131cea5d1bc | | PT | 87.8 | Not recorded | 68fa738b1e209131cea5d1bc | | PT | 87.5 | Not recorded | 68fa738b1e209131cea5d1bc | ### PEMT STS-B Score: 89.8. Result ID: 6992ef273a6c314849127680. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"k-shot":16}. This record does not assert independent reproduction. ### PEMT STS-B Score: 89.8. Result ID: 6992ef273a6c314849127683. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"k-shot":32}. This record does not assert independent reproduction. ### MPT STS-B Score: 89.7. Result ID: 6992ef273a6c314849127682. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k-shot":32}. This record does not assert independent reproduction. ### PEMT STS-B Score: 89.2. Result ID: 6992ef273a6c31484912767d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"k-shot":4}. This record does not assert independent reproduction. ### MPT STS-B Score: 89.1. Result ID: 6992ef273a6c31484912767c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k-shot":4}. This record does not assert independent reproduction. ### MPT STS-B Score: 89.1. Result ID: 6992ef273a6c31484912767f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k-shot":16}. This record does not assert independent reproduction. ### PT STS-B Score: 88.8. Result ID: 6992ef273a6c31484912767b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k-shot":4}. This record does not assert independent reproduction. ### PT STS-B Score: 87.8. Result ID: 6992ef273a6c31484912767e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k-shot":16}. This record does not assert independent reproduction. ### PT STS-B Score: 87.5. Result ID: 6992ef273a6c314849127681. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k-shot":32}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.