# Zero-shot Accuracy on Downstream Suite (BoolQ, HellaSwag, PIQA, RACE, WinoGrande)

Source: [Zero-shot Accuracy on Downstream Suite (BoolQ, HellaSwag, PIQA, RACE, WinoGrande)](<https://www.sota2.com/research/sota/zero-shot-accuracy-on-downstream-suite-boolq-hellaswag-piqa-race-winogrande>)

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

Data updated: 2026-02-26T05:37:53.614Z

Evaluation of zero-shot accuracy across the specific suite comprising BoolQ, HellaSwag, PIQA, RACE, and WinoGrande.

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 | Zero-shot Downstream Accuracy |
| Dataset (including any stated split) | Downstream Suite Zero-shot (BoolQ, HellaSwag, PIQA, RACE, WinoGrande) |
| Metric | BoolQ Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

- [BoolQ Accuracy](<https://www.sota2.com/research/sota/zero-shot-accuracy-on-downstream-suite-boolq-hellaswag-piqa-race-winogrande.md?metric=BoolQ%20Accuracy>): Higher is better; unit: PERCENT.

- [HellaSwag Accuracy](<https://www.sota2.com/research/sota/zero-shot-accuracy-on-downstream-suite-boolq-hellaswag-piqa-race-winogrande.md?metric=HellaSwag%20Accuracy>): Higher is better; unit: PERCENT.

- [PIQA Accuracy](<https://www.sota2.com/research/sota/zero-shot-accuracy-on-downstream-suite-boolq-hellaswag-piqa-race-winogrande.md?metric=PIQA%20Accuracy>): Higher is better; unit: PERCENT.

- [RACE Accuracy](<https://www.sota2.com/research/sota/zero-shot-accuracy-on-downstream-suite-boolq-hellaswag-piqa-race-winogrande.md?metric=RACE%20Accuracy>): Higher is better; unit: PERCENT.

- [WinoGrande Accuracy](<https://www.sota2.com/research/sota/zero-shot-accuracy-on-downstream-suite-boolq-hellaswag-piqa-race-winogrande.md?metric=WinoGrande%20Accuracy>): Higher is better; unit: PERCENT.

- [Average Zero-shot Accuracy](<https://www.sota2.com/research/sota/zero-shot-accuracy-on-downstream-suite-boolq-hellaswag-piqa-race-winogrande.md?metric=Average%20Zero-shot%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BoolQ Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline | 82.4 | Not recorded | 68fa75221e209131cea66070 |
| Baseline | 79.2 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 78.9 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 78.3 | Not recorded | 68fa75221e209131cea66070 |
| Baseline | 78.3 | Not recorded | 68fa75221e209131cea66070 |
| Retrained | 78.2 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 77.9 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 77.1 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 76.6 | Not recorded | 68fa75221e209131cea66070 |
| Baseline | 76.4 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 75.7 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 72.2 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 72.2 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 70.3 | Not recorded | 68fa75221e209131cea66070 |
| Baseline | 69 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 66.6 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 66.5 | Not recorded | 68fa75221e209131cea66070 |
| Baseline | 64.3 | Not recorded | 68fa75221e209131cea66070 |
| ESPACE | 62.3 | Not recorded | 68fa75221e209131cea66070 |

### Baseline

BoolQ Accuracy: 82.4. Result ID: 69938f5a3a6c31484916dab6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-13B","Compression Ratio":"0%"}. This record does not assert independent reproduction.

### Baseline

BoolQ Accuracy: 79.2. Result ID: 69938f5a3a6c31484916dab2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Compression Ratio":"0%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 78.9. Result ID: 69938f5a3a6c31484916daba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"Nemotron4-15B","Compression Ratio":"25%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 78.3. Result ID: 69938f5a3a6c31484916dab7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-13B","Compression Ratio":"20%"}. This record does not assert independent reproduction.

### Baseline

BoolQ Accuracy: 78.3. Result ID: 69938f5a3a6c31484916dab9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"Nemotron4-15B","Compression Ratio":"0%"}. This record does not assert independent reproduction.

### Retrained

BoolQ Accuracy: 78.2. Result ID: 69938f5a3a6c31484916dab3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Compression Ratio":"0%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 77.9. Result ID: 69938f5a3a6c31484916dabb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"Nemotron4-15B","Compression Ratio":"50%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 77.1. Result ID: 69938f5a3a6c31484916dab4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Compression Ratio":"21%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 76.6. Result ID: 69938f5a3a6c31484916dab0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"GPT3-22B","Compression Ratio":"40%"}. This record does not assert independent reproduction.

### Baseline

BoolQ Accuracy: 76.4. Result ID: 69938f5a3a6c31484916daaf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"GPT3-22B","Compression Ratio":"0%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 75.7. Result ID: 69938f5a3a6c31484916dab8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-13B","Compression Ratio":"50%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 72.2. Result ID: 69938f5a3a6c31484916dab1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"GPT3-22B","Compression Ratio":"55%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 72.2. Result ID: 69938f5a3a6c31484916dab5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"Llama2-7B","Compression Ratio":"50%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 70.3. Result ID: 69938f5a3a6c31484916daad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"GPT3-8B","Compression Ratio":"21%"}. This record does not assert independent reproduction.

### Baseline

BoolQ Accuracy: 69. Result ID: 69938f5a3a6c31484916daac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"GPT3-8B","Compression Ratio":"0%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 66.6. Result ID: 69938f5a3a6c31484916daaa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"GPT3-1.3B","Compression Ratio":"20%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 66.5. Result ID: 69938f5a3a6c31484916daae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"GPT3-8B","Compression Ratio":"50%"}. This record does not assert independent reproduction.

### Baseline

BoolQ Accuracy: 64.3. Result ID: 69938f5a3a6c31484916daa9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"GPT3-1.3B","Compression Ratio":"0%"}. This record does not assert independent reproduction.

### ESPACE

BoolQ Accuracy: 62.3. Result ID: 69938f5a3a6c31484916daab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75221e209131cea66070.md>)

Recorded evaluation configuration: {"Backbone":"GPT3-1.3B","Compression Ratio":"47%"}. This record does not assert independent reproduction.

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