# Zero-shot Task Completion on HellaSwag 0-shot (N=500) Source: [Zero-shot Task Completion on HellaSwag 0-shot (N=500)]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:44:12.274Z Evaluation of model performance on a specific 500-example subset of the HellaSwag dataset under zero-shot task completion settings, 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 Task Completion | | Dataset (including any stated split) | HellaSwag 0-shot (N=500) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | Full cache | 47.5 | Not recorded | 69c0c8d90636e5bf4afc3967 | | KV-Direct | 47.5 | Not recorded | 69c0c8d90636e5bf4afc3967 | | Window-64 | 47.5 | Not recorded | 69c0c8d90636e5bf4afc3967 | | Full cache | 44 | Not recorded | 69c0c8d90636e5bf4afc3967 | | KV-Direct | 44 | Not recorded | 69c0c8d90636e5bf4afc3967 | | Window-64 | 44 | Not recorded | 69c0c8d90636e5bf4afc3967 | | Full cache | 42 | Not recorded | 69c0c8d90636e5bf4afc3967 | | KV-Direct | 42 | Not recorded | 69c0c8d90636e5bf4afc3967 | | Window-64 | 42 | Not recorded | 69c0c8d90636e5bf4afc3967 | | Full cache | 41 | Not recorded | 69c0c8d90636e5bf4afc3967 | | KV-Direct | 41 | Not recorded | 69c0c8d90636e5bf4afc3967 | | Window-64 | 41 | Not recorded | 69c0c8d90636e5bf4afc3967 | | Full cache | 39.4 | Not recorded | 69c0c8d90636e5bf4afc3967 | | KV-Direct | 39.4 | Not recorded | 69c0c8d90636e5bf4afc3967 | | Window-64 | 39.4 | Not recorded | 69c0c8d90636e5bf4afc3967 | ### Full cache Accuracy: 47.5. Result ID: 69c1192e47f34ce924a94836. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-1.5B"}. This record does not assert independent reproduction. ### KV-Direct Accuracy: 47.5. Result ID: 69c1192e47f34ce924a94837. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-1.5B"}. This record does not assert independent reproduction. ### Window-64 Accuracy: 47.5. Result ID: 69c1192e47f34ce924a94838. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-1.5B"}. This record does not assert independent reproduction. ### Full cache Accuracy: 44. Result ID: 69c1192e47f34ce924a94830. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B"}. This record does not assert independent reproduction. ### KV-Direct Accuracy: 44. Result ID: 69c1192e47f34ce924a94831. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B"}. This record does not assert independent reproduction. ### Window-64 Accuracy: 44. Result ID: 69c1192e47f34ce924a94832. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B"}. This record does not assert independent reproduction. ### Full cache Accuracy: 42. Result ID: 69c1192e47f34ce924a94833. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DS-R1-1.5B"}. This record does not assert independent reproduction. ### KV-Direct Accuracy: 42. Result ID: 69c1192e47f34ce924a94834. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DS-R1-1.5B"}. This record does not assert independent reproduction. ### Window-64 Accuracy: 42. Result ID: 69c1192e47f34ce924a94835. [Reporting paper]() Recorded evaluation configuration: {"Model":"DS-R1-1.5B"}. This record does not assert independent reproduction. ### Full cache Accuracy: 41. Result ID: 69c1192e47f34ce924a9482d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen2.5-0.5B"}. This record does not assert independent reproduction. ### KV-Direct Accuracy: 41. Result ID: 69c1192e47f34ce924a9482e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-0.5B"}. This record does not assert independent reproduction. ### Window-64 Accuracy: 41. Result ID: 69c1192e47f34ce924a9482f. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-0.5B"}. This record does not assert independent reproduction. ### Full cache Accuracy: 39.4. Result ID: 69c1192e47f34ce924a9482a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"SmolLM2-135M"}. This record does not assert independent reproduction. ### KV-Direct Accuracy: 39.4. Result ID: 69c1192e47f34ce924a9482b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SmolLM2-135M"}. This record does not assert independent reproduction. ### Window-64 Accuracy: 39.4. Result ID: 69c1192e47f34ce924a9482c. [Reporting paper]() Recorded evaluation configuration: {"Model":"SmolLM2-135M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.