# Long-context Evaluation on Ruler (Average rank) Source: [Long-context Evaluation on Ruler (Average rank)]() Collection index: [llms.txt]() Data updated: 2026-05-11T10:11:09.874Z Evaluation of model performance on the Ruler dataset for long-context understanding, specifically reporting the Average rank metric. 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 Evaluation | | Dataset (including any stated split) | Ruler | | Metric | Average Rank | | Unit | SCALAR | | Direction | Lower 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 - [Average Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Average Rank | Result date | Report paper | | --- | --- | --- | --- | | Ministral-3-8B | 2 | Not recorded | 6a0162badbc836b87d82332a | | Qwen3-8B | 2.3 | Not recorded | 6a0162badbc836b87d82332a | | Llama-3.1-8B | 2.7 | Not recorded | 6a0162badbc836b87d82332a | | Qwen3-4B | 4.3 | Not recorded | 6a0162badbc836b87d82332a | | gemma-3-12b-it | 5 | Not recorded | 6a0162badbc836b87d82332a | | GPT-5 nano | 6 | Not recorded | 6a0162badbc836b87d82332a | | Llama-3.2-3B | 6.7 | Not recorded | 6a0162badbc836b87d82332a | | gemma-3-4b-it | 9 | Not recorded | 6a0162badbc836b87d82332a | | gpt-oss-20b | 9.3 | Not recorded | 6a0162badbc836b87d82332a | | Moonlight-16B-A3B | 10.3 | Not recorded | 6a0162badbc836b87d82332a | | EngGPT2-16B-A3B | 11.3 | Not recorded | 6a0162badbc836b87d82332a | | LLaMAntino-3-8B | 11.3 | Not recorded | 6a0162badbc836b87d82332a | | FastwebMIIA-7B | 12 | Not recorded | 6a0162badbc836b87d82332a | | Velvet-14B | 13.7 | Not recorded | 6a0162badbc836b87d82332a | | deepseek-moe-16b | 14.3 | Not recorded | 6a0162badbc836b87d82332a | | Minerva-7B | 15.7 | Not recorded | 6a0162badbc836b87d82332a | ### Ministral-3-8B Average Rank: 2. Result ID: 6a01ab3c47f34ce924e41f20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen3-8B Average Rank: 2.3. Result ID: 6a01ab3c47f34ce924e41f1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Llama-3.1-8B Average Rank: 2.7. Result ID: 6a01ab3c47f34ce924e41f1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen3-4B Average Rank: 4.3. Result ID: 6a01ab3c47f34ce924e41f1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction. ### gemma-3-12b-it Average Rank: 5. Result ID: 6a01ab3c47f34ce924e41f1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"12B","Instruction Tuned":"true"}. This record does not assert independent reproduction. ### GPT-5 nano Average Rank: 6. Result ID: 6a01ab3c47f34ce924e41f21. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Llama-3.2-3B Average Rank: 6.7. Result ID: 6a01ab3c47f34ce924e41f1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"3B"}. This record does not assert independent reproduction. ### gemma-3-4b-it Average Rank: 9. Result ID: 6a01ab3c47f34ce924e41f1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B","Instruction Tuned":"true"}. This record does not assert independent reproduction. ### gpt-oss-20b Average Rank: 9.3. Result ID: 6a01ab3c47f34ce924e41f23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"20B"}. This record does not assert independent reproduction. ### Moonlight-16B-A3B Average Rank: 10.3. Result ID: 6a01ab3c47f34ce924e41f24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"16B"}. This record does not assert independent reproduction. ### EngGPT2-16B-A3B Average Rank: 11.3. Result ID: 6a01ab3c47f34ce924e41f15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"16B"}. This record does not assert independent reproduction. ### LLaMAntino-3-8B Average Rank: 11.3. Result ID: 6a01ab3c47f34ce924e41f19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### FastwebMIIA-7B Average Rank: 12. Result ID: 6a01ab3c47f34ce924e41f16. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. ### Velvet-14B Average Rank: 13.7. Result ID: 6a01ab3c47f34ce924e41f18. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"14B"}. This record does not assert independent reproduction. ### deepseek-moe-16b Average Rank: 14.3. Result ID: 6a01ab3c47f34ce924e41f22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"16B"}. This record does not assert independent reproduction. ### Minerva-7B Average Rank: 15.7. Result ID: 6a01ab3c47f34ce924e41f17. [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.