# Natural Language Understanding on GLUE (MNLI, RTE, SST-2 Subset)

Source: [Natural Language Understanding on GLUE (MNLI, RTE, SST-2 Subset)](<https://www.sota2.com/research/sota/natural-language-understanding-on-glue-mnli-rte-sst-2-subset>)

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

Data updated: 2026-03-10T06:40:08.528Z

Evaluation of model performance across the specific subset of GLUE tasks: MNLI, RTE, and SST-2.

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 |
| Metric | MNLI Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [MNLI Accuracy](<https://www.sota2.com/research/sota/natural-language-understanding-on-glue-mnli-rte-sst-2-subset.md?metric=MNLI%20Accuracy>): Higher is better; unit: PERCENT.

- [RTE Accuracy](<https://www.sota2.com/research/sota/natural-language-understanding-on-glue-mnli-rte-sst-2-subset.md?metric=RTE%20Accuracy>): Higher is better; unit: PERCENT.

- [SST-2 Accuracy](<https://www.sota2.com/research/sota/natural-language-understanding-on-glue-mnli-rte-sst-2-subset.md?metric=SST-2%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MNLI Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| B4G | 56 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 54 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 46 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 46 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 45 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 45 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 44 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 44 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 42 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 40 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 40 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 38 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 38 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 38 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 36 | Not recorded | 69afa5a72d603e6de3e43cf8 |
| B4G | 36 | Not recorded | 69afa5a72d603e6de3e43cf8 |

### B4G

MNLI Accuracy: 56. Result ID: 69afbbb96dbb7075b9576eea.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"QWEN2.5-7B","Task":"style personalization"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 54. Result ID: 69afbbb96dbb7075b9576ee8.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"QWEN2.5-7B","Task":"safety enhancement"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 46. Result ID: 69afbbb96dbb7075b9576ee6.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"GEMMA-2-9B","Task":"style personalization"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 46. Result ID: 69afbbb96dbb7075b9576eeb.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"QWEN2.5-7B","Task":"access control"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 45. Result ID: 69afbbb96dbb7075b9576ee4.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"GEMMA-2-9B","Task":"safety enhancement"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 45. Result ID: 69afbbb96dbb7075b9576ee7.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"GEMMA-2-9B","Task":"access control"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 44. Result ID: 69afbbb96dbb7075b9576ee5.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"GEMMA-2-9B","Task":"model identity"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 44. Result ID: 69afbbb96dbb7075b9576ee9.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"QWEN2.5-7B","Task":"model identity"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 42. Result ID: 69afbbb96dbb7075b9576eef.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"LLAMA2-13B","Task":"access control"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 40. Result ID: 69afbbb96dbb7075b9576ee2.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"LLAMA3.1-8B","Task":"style personalization"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 40. Result ID: 69afbbb96dbb7075b9576ee3.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"LLAMA3.1-8B","Task":"access control"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 38. Result ID: 69afbbb96dbb7075b9576ee0.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"LLAMA3.1-8B","Task":"safety enhancement"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 38. Result ID: 69afbbb96dbb7075b9576ee1.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"LLAMA3.1-8B","Task":"model identity"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 38. Result ID: 69afbbb96dbb7075b9576eee.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"LLAMA2-13B","Task":"style personalization"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 36. Result ID: 69afbbb96dbb7075b9576eec.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"LLAMA2-13B","Task":"safety enhancement"}. This record does not assert independent reproduction.

### B4G

MNLI Accuracy: 36. Result ID: 69afbbb96dbb7075b9576eed.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a72d603e6de3e43cf8.md>)

Recorded evaluation configuration: {"Model":"LLAMA2-13B","Task":"model identity"}. This record does not assert independent reproduction.

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