# Zero-shot Prediction on Winogrande Source: [Zero-shot Prediction on Winogrande]() Collection index: [llms.txt]() Data updated: 2026-02-27T14:22:04.796Z Evaluation of model performance on the Winogrande dataset using a zero-shot prediction methodology, measured by accuracy. 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 Prediction | | Dataset (including any stated split) | Winogrande | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Dense | 69.06 | Not recorded | 68fa7bd41e209131cea8ac27 | | SparseGPT | 68.11 | Not recorded | 68fa7bd41e209131cea8ac27 | | ALPS | 67.25 | Not recorded | 68fa7bd41e209131cea8ac27 | | L-ADMM | 67.17 | Not recorded | 68fa7bd41e209131cea8ac27 | | Wanda | 66.93 | Not recorded | 68fa7bd41e209131cea8ac27 | | SparseLLM | 66.46 | Not recorded | 68fa7bd41e209131cea8ac27 | | SparseGPT | 66.38 | Not recorded | 68fa7bd41e209131cea8ac27 | | L-ADMM | 66.38 | Not recorded | 68fa7bd41e209131cea8ac27 | | ALPS | 65.98 | Not recorded | 68fa7bd41e209131cea8ac27 | | SparseLLM | 65.82 | Not recorded | 68fa7bd41e209131cea8ac27 | | SAFE | 65.04 | Not recorded | 68fa7bd41e209131cea8ac27 | | ELSA | 63.85 | Not recorded | 68fa7bd41e209131cea8ac27 | | ELSA | 63.22 | Not recorded | 68fa7bd41e209131cea8ac27 | | Wanda | 62.51 | Not recorded | 68fa7bd41e209131cea8ac27 | | Magnitude | 62.19 | Not recorded | 68fa7bd41e209131cea8ac27 | | SAFE | 61.8 | Not recorded | 68fa7bd41e209131cea8ac27 | | Magnitude | 61.01 | Not recorded | 68fa7bd41e209131cea8ac27 | ### Dense Accuracy: 69.06. Result ID: 69a1a88b35dfcabb00e807aa. [Reporting paper]() Recorded evaluation configuration: {"Sparsity":"0%","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### SparseGPT Accuracy: 68.11. Result ID: 69a1a88b35dfcabb00e807b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparsity":"4:8","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### ALPS Accuracy: 67.25. Result ID: 69a1a88b35dfcabb00e807af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"2:4","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### L-ADMM Accuracy: 67.17. Result ID: 69a1a88b35dfcabb00e807b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4:8","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### Wanda Accuracy: 66.93. Result ID: 69a1a88b35dfcabb00e807b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4:8","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### SparseLLM Accuracy: 66.46. Result ID: 69a1a88b35dfcabb00e807b9. [Reporting paper]() Recorded evaluation configuration: {"Sparsity":"4:8","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### SparseGPT Accuracy: 66.38. Result ID: 69a1a88b35dfcabb00e807ad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Sparsity":"2:4","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### L-ADMM Accuracy: 66.38. Result ID: 69a1a88b35dfcabb00e807ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"2:4","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### ALPS Accuracy: 65.98. Result ID: 69a1a88b35dfcabb00e807b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4:8","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### SparseLLM Accuracy: 65.82. Result ID: 69a1a88b35dfcabb00e807b1. [Reporting paper]() Recorded evaluation configuration: {"Sparsity":"2:4","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### SAFE Accuracy: 65.04. Result ID: 69a1a88b35dfcabb00e807b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4:8","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### ELSA Accuracy: 63.85. Result ID: 69a1a88b35dfcabb00e807b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"2:4","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### ELSA Accuracy: 63.22. Result ID: 69a1a88b35dfcabb00e807ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4:8","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### Wanda Accuracy: 62.51. Result ID: 69a1a88b35dfcabb00e807ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"2:4","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### Magnitude Accuracy: 62.19. Result ID: 69a1a88b35dfcabb00e807b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"4:8","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### SAFE Accuracy: 61.8. Result ID: 69a1a88b35dfcabb00e807b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"2:4","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. ### Magnitude Accuracy: 61.01. Result ID: 69a1a88b35dfcabb00e807ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sparsity":"2:4","Backbone":"LLaMA-2-7B","Zero-shot":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.