# Text Classification on GLUE (SST-2, MNLI, QNLI, QQP) Source: [Text Classification on GLUE (SST-2, MNLI, QNLI, QQP)]() Collection index: [llms.txt]() Data updated: 2026-06-01T07:14:12.588Z Evaluation of Text Classification performance across the SST-2, MNLI, QNLI, and QQP tasks within the GLUE benchmark suite, including associated system performance metrics. 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 | Text Classification | | Dataset (including any stated split) | GLUE | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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. - [SST-2 Accuracy](): Higher is better; unit: PERCENT. - [MNLI Accuracy](): Higher is better; unit: PERCENT. - [QNLI Accuracy](): Higher is better; unit: PERCENT. - [QQP Accuracy](): Higher is better; unit: PERCENT. - [Step Speedup (%)](): Higher is better; unit: SCALAR. - [Delta Epsilon](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DP-LoRA | 94.1 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 94.1 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 93.1 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 92.1 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 91.8 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 90.8 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 88.8 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 88.4 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 87.9 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 86 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 85.3 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 85.1 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 84.7 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 84.4 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 84 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 83.2 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 83.2 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 82.8 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 81.7 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 81.7 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 80.7 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 79.9 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 78.8 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 78.3 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 77 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 75.8 | Not recorded | 68fa7bc51e209131cea8a587 | | SVD Denoising | 71.1 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 70.2 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 65.5 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 62.5 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 50.3 | Not recorded | 68fa7bc51e209131cea8a587 | | DP-LoRA | 41.1 | Not recorded | 68fa7bc51e209131cea8a587 | ### DP-LoRA Accuracy: 94.1. Result ID: 6a1d3079fbc373592c15e96b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"400","Task":"SST-2"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 94.1. Result ID: 6a1d3079fbc373592c15e96c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"400","Task":"SST-2"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 93.1. Result ID: 6a1d3079fbc373592c15e968. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"200","Task":"SST-2"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 92.1. Result ID: 6a1d3079fbc373592c15e96a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"400","Task":"SST-2"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 91.8. Result ID: 6a1d3079fbc373592c15e969. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"400","Task":"SST-2"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 90.8. Result ID: 6a1d3079fbc373592c15e966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"200","Task":"SST-2"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 88.8. Result ID: 6a1d3079fbc373592c15e97b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"400","Task":"QNLI"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 88.4. Result ID: 6a1d3079fbc373592c15e97c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"400","Task":"QNLI"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 87.9. Result ID: 6a1d3079fbc373592c15e965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"200","Task":"SST-2"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 86. Result ID: 6a1d3079fbc373592c15e974. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"400","Task":"MNLI"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 85.3. Result ID: 6a1d3079fbc373592c15e973. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"400","Task":"MNLI"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 85.1. Result ID: 6a1d3079fbc373592c15e978. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"200","Task":"QNLI"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 84.7. Result ID: 6a1d3079fbc373592c15e984. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"400","Task":"QQP"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 84.4. Result ID: 6a1d3079fbc373592c15e97a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"400","Task":"QNLI"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 84. Result ID: 6a1d3079fbc373592c15e983. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"400","Task":"QQP"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 83.2. Result ID: 6a1d3079fbc373592c15e977. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"200","Task":"QNLI"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 83.2. Result ID: 6a1d3079fbc373592c15e982. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"400","Task":"QQP"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 82.8. Result ID: 6a1d3079fbc373592c15e980. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"200","Task":"QQP"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 81.7. Result ID: 6a1d3079fbc373592c15e97e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"200","Task":"QQP"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 81.7. Result ID: 6a1d3079fbc373592c15e981. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"400","Task":"QQP"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 80.7. Result ID: 6a1d3079fbc373592c15e979. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"400","Task":"QNLI"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 79.9. Result ID: 6a1d3079fbc373592c15e972. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"400","Task":"MNLI"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 78.8. Result ID: 6a1d3079fbc373592c15e970. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"200","Task":"MNLI"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 78.3. Result ID: 6a1d3079fbc373592c15e976. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"200","Task":"QNLI"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 77. Result ID: 6a1d3079fbc373592c15e971. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"400","Task":"MNLI"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 75.8. Result ID: 6a1d3079fbc373592c15e97f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"200","Task":"QQP"}. This record does not assert independent reproduction. ### SVD Denoising Accuracy: 71.1. Result ID: 6a1d3079fbc373592c15e96e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"200","Task":"MNLI"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 70.2. Result ID: 6a1d3079fbc373592c15e97d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"200","Task":"QQP"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 65.5. Result ID: 6a1d3079fbc373592c15e967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"200","Task":"SST-2"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 62.5. Result ID: 6a1d3079fbc373592c15e96f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Large","Step Milestone":"200","Task":"MNLI"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 50.3. Result ID: 6a1d3079fbc373592c15e975. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"200","Task":"QNLI"}. This record does not assert independent reproduction. ### DP-LoRA Accuracy: 41.1. Result ID: 6a1d3079fbc373592c15e96d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Base","Step Milestone":"200","Task":"MNLI"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.