# Language Understanding on GLUE (test) (SST-2, QNLI, QQP, CoLA, MRPC, STS-B Subset)

Source: [Language Understanding on GLUE (test) (SST-2, QNLI, QQP, CoLA, MRPC, STS-B Subset)](<https://www.sota2.com/research/sota/language-understanding-on-glue-test-sst-2-qnli-qqp-cola-mrpc-sts-b-subset>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-06T07:25:04.126Z

Evaluation of language understanding capabilities on a specific subset of the GLUE test set, reporting scores for SST-2, QNLI, QQP, CoLA, MRPC, and STS-B tasks.

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 | Language Understanding |
| Dataset (including any stated split) | GLUE (test) |
| Metric | SST-2 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [SST-2 Score](<https://www.sota2.com/research/sota/language-understanding-on-glue-test-sst-2-qnli-qqp-cola-mrpc-sts-b-subset.md?metric=SST-2%20Score>): Higher is better; unit: PERCENT.

- [QNLI Score](<https://www.sota2.com/research/sota/language-understanding-on-glue-test-sst-2-qnli-qqp-cola-mrpc-sts-b-subset.md?metric=QNLI%20Score>): Higher is better; unit: PERCENT.

- [QQP Score](<https://www.sota2.com/research/sota/language-understanding-on-glue-test-sst-2-qnli-qqp-cola-mrpc-sts-b-subset.md?metric=QQP%20Score>): Higher is better; unit: PERCENT.

- [CoLA Score](<https://www.sota2.com/research/sota/language-understanding-on-glue-test-sst-2-qnli-qqp-cola-mrpc-sts-b-subset.md?metric=CoLA%20Score>): Higher is better; unit: PERCENT.

- [MRPC Score](<https://www.sota2.com/research/sota/language-understanding-on-glue-test-sst-2-qnli-qqp-cola-mrpc-sts-b-subset.md?metric=MRPC%20Score>): Higher is better; unit: PERCENT.

- [STS-B Score](<https://www.sota2.com/research/sota/language-understanding-on-glue-test-sst-2-qnli-qqp-cola-mrpc-sts-b-subset.md?metric=STS-B%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SST-2 Score | Result date | Report paper |
| --- | --- | --- | --- |
| MoEDoRA | 96.15 | Not recorded | 69d33e0b7d0172140ec736af |
| MoELoRAFA | 96.04 | Not recorded | 69d33e0b7d0172140ec736af |
| LiMELoRAFA | 95.99 | Not recorded | 69d33e0b7d0172140ec736af |
| LiMELoRA | 95.91 | Not recorded | 69d33e0b7d0172140ec736af |
| LiMEDoRA | 95.74 | Not recorded | 69d33e0b7d0172140ec736af |
| MoELoRA | 95.48 | Not recorded | 69d33e0b7d0172140ec736af |

### MoEDoRA

SST-2 Score: 96.15. Result ID: 69d35f1147f34ce924bac6ae.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736af.md>)

Recorded evaluation configuration: {"Backbone":"Molmo2-8B"}. This record does not assert independent reproduction.

### MoELoRAFA

SST-2 Score: 96.04. Result ID: 69d35f1147f34ce924bac6af.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736af.md>)

Recorded evaluation configuration: {"Backbone":"Molmo2-8B"}. This record does not assert independent reproduction.

### LiMELoRAFA

SST-2 Score: 95.99. Result ID: 69d35f1147f34ce924bac6b2.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736af.md>)

Recorded evaluation configuration: {"Backbone":"Molmo2-8B"}. This record does not assert independent reproduction.

### LiMELoRA

SST-2 Score: 95.91. Result ID: 69d35f1147f34ce924bac6b0.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736af.md>)

Recorded evaluation configuration: {"Backbone":"Molmo2-8B"}. This record does not assert independent reproduction.

### LiMEDoRA

SST-2 Score: 95.74. Result ID: 69d35f1147f34ce924bac6b1.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736af.md>)

Recorded evaluation configuration: {"Backbone":"Molmo2-8B"}. This record does not assert independent reproduction.

### MoELoRA

SST-2 Score: 95.48. Result ID: 69d35f1147f34ce924bac6ad.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e0b7d0172140ec736af.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72461e209131cea55782.md>)

Recorded evaluation configuration: {"Backbone":"Molmo2-8B"}. This record does not assert independent reproduction.

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