# Long Context Understanding on Ruler (Accuracy Metric) Source: [Long Context Understanding on Ruler (Accuracy Metric)]() Collection index: [llms.txt]() Data updated: 2026-05-11T10:11:10.061Z Evaluation of model performance on the Ruler dataset for Long Context Understanding, reporting a single accuracy score. 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 | Long Context Understanding | | Dataset (including any stated split) | Ruler | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Ministral-3-8B | 93.2 | Not recorded | 6a0162badbc836b87d82332a | | Qwen3-8B | 92.6 | Not recorded | 6a0162badbc836b87d82332a | | Llama-3.1-8B | 91.9 | Not recorded | 6a0162badbc836b87d82332a | | Qwen3-4B | 90.9 | Not recorded | 6a0162badbc836b87d82332a | | GPT-5 nano | 89.2 | Not recorded | 6a0162badbc836b87d82332a | | gemma-3-12b-it | 87.5 | Not recorded | 6a0162badbc836b87d82332a | | Llama-3.2-3B | 84.5 | Not recorded | 6a0162badbc836b87d82332a | | gpt-oss-20b | 78 | Not recorded | 6a0162badbc836b87d82332a | | gemma-3-4b-it | 73.9 | Not recorded | 6a0162badbc836b87d82332a | | Moonlight-16B-A3B | 60.2 | Not recorded | 6a0162badbc836b87d82332a | | EngGPT2-16B-A3B | 60 | Not recorded | 6a0162badbc836b87d82332a | | LLaMAntino-3-8B | 56.1 | Not recorded | 6a0162badbc836b87d82332a | | FastwebMIIA-7B | 55.9 | Not recorded | 6a0162badbc836b87d82332a | | Velvet-14B | 40 | Not recorded | 6a0162badbc836b87d82332a | | deepseek-moe-16b | 39.9 | Not recorded | 6a0162badbc836b87d82332a | | Minerva-7B | 27.1 | Not recorded | 6a0162badbc836b87d82332a | ### Ministral-3-8B Accuracy: 93.2. Result ID: 6a01ab3c47f34ce924e41fb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen3-8B Accuracy: 92.6. Result ID: 6a01ab3c47f34ce924e41fab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Llama-3.1-8B Accuracy: 91.9. Result ID: 6a01ab3c47f34ce924e41fad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen3-4B Accuracy: 90.9. Result ID: 6a01ab3c47f34ce924e41faa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction. ### GPT-5 nano Accuracy: 89.2. Result ID: 6a01ab3c47f34ce924e41fb1. [Reporting paper]() Recorded evaluation configuration: {"Scale":"nano"}. This record does not assert independent reproduction. ### gemma-3-12b-it Accuracy: 87.5. Result ID: 6a01ab3c47f34ce924e41faf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"12B"}. This record does not assert independent reproduction. ### Llama-3.2-3B Accuracy: 84.5. Result ID: 6a01ab3c47f34ce924e41fac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"3B"}. This record does not assert independent reproduction. ### gpt-oss-20b Accuracy: 78. Result ID: 6a01ab3c47f34ce924e41fb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"20B"}. This record does not assert independent reproduction. ### gemma-3-4b-it Accuracy: 73.9. Result ID: 6a01ab3c47f34ce924e41fae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction. ### Moonlight-16B-A3B Accuracy: 60.2. Result ID: 6a01ab3c47f34ce924e41fb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"16B"}. This record does not assert independent reproduction. ### EngGPT2-16B-A3B Accuracy: 60. Result ID: 6a01ab3c47f34ce924e41fa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"16B"}. This record does not assert independent reproduction. ### LLaMAntino-3-8B Accuracy: 56.1. Result ID: 6a01ab3c47f34ce924e41fa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### FastwebMIIA-7B Accuracy: 55.9. Result ID: 6a01ab3c47f34ce924e41fa6. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. ### Velvet-14B Accuracy: 40. Result ID: 6a01ab3c47f34ce924e41fa8. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"14B"}. This record does not assert independent reproduction. ### deepseek-moe-16b Accuracy: 39.9. Result ID: 6a01ab3c47f34ce924e41fb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"16B"}. This record does not assert independent reproduction. ### Minerva-7B Accuracy: 27.1. Result ID: 6a01ab3c47f34ce924e41fa7. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.