# Question Answering on Average 30K context Source: [Question Answering on Average 30K context]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:39:50.850Z Evaluation of Question Answering performance on the Average 30K context dataset subset, reporting Accuracy and Relative Performance Drop. 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) | Average 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. - [Relative Performance Drop](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MemOCR | 69.8 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemOCR | 69.5 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 66.7 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 65.3 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemOCR | 64.7 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Qwen2.5-1M | 63.3 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 58.3 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 58 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemOCR | 55.5 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 53.2 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 50.3 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 46.5 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 42.9 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 37 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 32.3 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 27 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 26.4 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | R1-Distill Qwen | 13.7 | Not recorded | 697c3b09a8b01e76cc8da4a7 | ### MemOCR Accuracy: 69.8. Result ID: 69a1747535dfcabb00e7228a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### MemOCR Accuracy: 69.5. Result ID: 69a1747535dfcabb00e7228b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 66.7. Result ID: 69a1747535dfcabb00e72286. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 65.3. Result ID: 69a1747535dfcabb00e72287. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### MemOCR Accuracy: 64.7. Result ID: 69a1747535dfcabb00e7228c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### Qwen2.5-1M Accuracy: 63.3. Result ID: 69a1747535dfcabb00e7227d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"100K"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 58.3. Result ID: 69a1747535dfcabb00e7227e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 58. Result ID: 69a1747535dfcabb00e7227f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### MemOCR Accuracy: 55.5. Result ID: 69a1747535dfcabb00e7228d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 53.2. Result ID: 69a1747535dfcabb00e72280. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 50.3. Result ID: 69a1747535dfcabb00e72288. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 46.5. Result ID: 69a1747535dfcabb00e72282. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 42.9. Result ID: 69a1747535dfcabb00e72281. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 37. Result ID: 69a1747535dfcabb00e72283. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 32.3. Result ID: 69a1747535dfcabb00e72289. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 27. Result ID: 69a1747535dfcabb00e72285. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 26.4. Result ID: 69a1747535dfcabb00e72284. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### R1-Distill Qwen Accuracy: 13.7. Result ID: 69a1747535dfcabb00e7227c. [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.