# Question Answering on NQ 30K context Source: [Question Answering on NQ 30K context]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:39:50.697Z Evaluation of model performance on the NQ 30K context subset of the Natural Questions dataset for Question Answering, focusing on 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 | Question Answering | | Dataset (including any stated split) | NQ 30K context | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | Mem0 | 51.1 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemOCR | 49.2 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 48.8 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemOCR | 48.8 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 46.1 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 44.8 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 44.3 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Qwen2.5-1M | 43.8 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 43.8 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemOCR | 43.6 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 36.5 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemOCR | 35.9 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 34.1 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 33.6 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 26.3 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 25 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 20.1 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | R1-Distill Qwen | 3.9 | Not recorded | 697c3b09a8b01e76cc8da4a7 | ### Mem0 Accuracy: 51.1. Result ID: 69a1747535dfcabb00e72211. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### MemOCR Accuracy: 49.2. Result ID: 69a1747535dfcabb00e7221c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 48.8. Result ID: 69a1747535dfcabb00e72210. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### MemOCR Accuracy: 48.8. Result ID: 69a1747535dfcabb00e7221d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 46.1. Result ID: 69a1747535dfcabb00e72218. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 44.8. Result ID: 69a1747535dfcabb00e72214. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 44.3. Result ID: 69a1747535dfcabb00e72219. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### Qwen2.5-1M Accuracy: 43.8. Result ID: 69a1747535dfcabb00e7220f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"100K"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 43.8. Result ID: 69a1747535dfcabb00e72212. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### MemOCR Accuracy: 43.6. Result ID: 69a1747535dfcabb00e7221e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 36.5. Result ID: 69a1747535dfcabb00e7221a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### MemOCR Accuracy: 35.9. Result ID: 69a1747535dfcabb00e7221f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 34.1. Result ID: 69a1747535dfcabb00e72213. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 33.6. Result ID: 69a1747535dfcabb00e72215. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 26.3. Result ID: 69a1747535dfcabb00e72217. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 25. Result ID: 69a1747535dfcabb00e72216. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 20.1. Result ID: 69a1747535dfcabb00e7221b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### R1-Distill Qwen Accuracy: 3.9. Result ID: 69a1747535dfcabb00e7220e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"100K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.