# Question Answering on Average 100K context Source: [Question Answering on Average 100K context]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:39:50.881Z Evaluation of model performance on the Average 100K context dataset for Question Answering, 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 100K context | | Metric | Accuracy | | Unit | SCALAR | | 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: SCALAR. - [Relative Performance Drop](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MemOCR | 67.1 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemOCR | 66.6 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 65.7 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 63.9 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemOCR | 60.7 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Qwen2.5-1M | 58.4 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 55 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 53.6 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 53 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemOCR | 52.8 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 48.7 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 47.9 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem0 | 41.1 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 38.7 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | MemAgent | 27.2 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 26.4 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | Mem-α | 26.2 | Not recorded | 697c3b09a8b01e76cc8da4a7 | | R1-Distill Qwen | 1.4 | Not recorded | 697c3b09a8b01e76cc8da4a7 | ### MemOCR Accuracy: 67.1. Result ID: 69a1747535dfcabb00e7229d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### MemOCR Accuracy: 66.6. Result ID: 69a1747535dfcabb00e7229c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 65.7. Result ID: 69a1747535dfcabb00e72298. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 63.9. Result ID: 69a1747535dfcabb00e72299. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### MemOCR Accuracy: 60.7. Result ID: 69a1747535dfcabb00e7229e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### Qwen2.5-1M Accuracy: 58.4. Result ID: 69a1747535dfcabb00e7228f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"100K"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 55. Result ID: 69a1747535dfcabb00e72291. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 53.6. Result ID: 69a1747535dfcabb00e72290. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 53. Result ID: 69a1747535dfcabb00e72292. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### MemOCR Accuracy: 52.8. Result ID: 69a1747535dfcabb00e7229f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 48.7. Result ID: 69a1747535dfcabb00e7229a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 47.9. Result ID: 69a1747535dfcabb00e72294. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"1024"}. This record does not assert independent reproduction. ### Mem0 Accuracy: 41.1. Result ID: 69a1747535dfcabb00e72293. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 38.7. Result ID: 69a1747535dfcabb00e72295. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"256"}. This record does not assert independent reproduction. ### MemAgent Accuracy: 27.2. Result ID: 69a1747535dfcabb00e7229b. [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: 69a1747535dfcabb00e72296. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"64"}. This record does not assert independent reproduction. ### Mem-α Accuracy: 26.2. Result ID: 69a1747535dfcabb00e72297. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Budget (Tokens)":"16"}. This record does not assert independent reproduction. ### R1-Distill Qwen Accuracy: 1.4. Result ID: 69a1747535dfcabb00e7228e. [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.