# Long-term Memory Question Answering on ATM-Bench 1.0 (test) Source: [Long-term Memory Question Answering on ATM-Bench 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-06T08:46:59.347Z Evaluation of model performance on the test split of ATM-Bench version 1.0, focusing on Long-term Memory Question Answering capabilities, measured by metrics including QS, R@10, and Joint@10. 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-term Memory Question Answering | | Dataset (including any stated split) | ATM-Bench 1.0 (test) | | Metric | QS | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [QS](): Higher is better; unit: PERCENT. - [R@10](): Higher is better; unit: PERCENT. - [Joint@10](): Higher is better; unit: PERCENT. - [N](): Higher is better; unit: PERCENT. - [R](): Higher is better; unit: PERCENT. - [O](): Higher is better; unit: PERCENT. ## Recorded results | Method | QS | Result date | Report paper | | --- | --- | --- | --- | | Oracle | 77.8 | Not recorded | 69facb18c0f56ed84308a404 | | Oracle | 70 | Not recorded | 69facb18c0f56ed84308a404 | | ScrapMem (No-Forget) | 52.5 | Not recorded | 69facb18c0f56ed84308a404 | | ATM-RAG | 51 | Not recorded | 69facb18c0f56ed84308a404 | | Self-RAG | 50.3 | Not recorded | 69facb18c0f56ed84308a404 | | ScrapMem | 48.4 | Not recorded | 69facb18c0f56ed84308a404 | | HippoRAG2 | 47.7 | Not recorded | 69facb18c0f56ed84308a404 | | A-Mem (Piled) | 46.1 | Not recorded | 69facb18c0f56ed84308a404 | | A-Mem (Linked) | 44.8 | Not recorded | 69facb18c0f56ed84308a404 | | Mem0Agentic | 43.5 | Not recorded | 69facb18c0f56ed84308a404 | | HippoRAG2 | 42.9 | Not recorded | 69facb18c0f56ed84308a404 | | Self-RAG | 42.1 | Not recorded | 69facb18c0f56ed84308a404 | | ATM-RAG | 42 | Not recorded | 69facb18c0f56ed84308a404 | | Mem0Plain | 41.5 | Not recorded | 69facb18c0f56ed84308a404 | | No-Evidence | 0.2 | Not recorded | 69facb18c0f56ed84308a404 | ### Oracle QS: 77.8. Result ID: 69fb000047f34ce924de010f. [Reporting paper]() Recorded evaluation configuration: {"Memory Representation":"SGM"}. This record does not assert independent reproduction. ### Oracle QS: 70. Result ID: 69fb000047f34ce924de010e. [Reporting paper]() Recorded evaluation configuration: {"Memory Representation":"DM"}. This record does not assert independent reproduction. ### ScrapMem (No-Forget) QS: 52.5. Result ID: 69fb000047f34ce924de011a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Representation":"Graph"}. This record does not assert independent reproduction. ### ATM-RAG QS: 51. Result ID: 69fb000047f34ce924de0119. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Representation":"SGM"}. This record does not assert independent reproduction. ### Self-RAG QS: 50.3. Result ID: 69fb000047f34ce924de0117. [Reporting paper]() Recorded evaluation configuration: {"Memory Representation":"SGM"}. This record does not assert independent reproduction. ### ScrapMem QS: 48.4. Result ID: 69fb000047f34ce924de011b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Representation":"Graph"}. This record does not assert independent reproduction. ### HippoRAG2 QS: 47.7. Result ID: 69fb000047f34ce924de0115. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Representation":"SGM"}. This record does not assert independent reproduction. ### A-Mem (Piled) QS: 46.1. Result ID: 69fb000047f34ce924de0110. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Representation":"DM"}. This record does not assert independent reproduction. ### A-Mem (Linked) QS: 44.8. Result ID: 69fb000047f34ce924de0111. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Representation":"DM"}. This record does not assert independent reproduction. ### Mem0Agentic QS: 43.5. Result ID: 69fb000047f34ce924de0112. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Representation":"DM"}. This record does not assert independent reproduction. ### HippoRAG2 QS: 42.9. Result ID: 69fb000047f34ce924de0114. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Representation":"DM"}. This record does not assert independent reproduction. ### Self-RAG QS: 42.1. Result ID: 69fb000047f34ce924de0116. [Reporting paper]() Recorded evaluation configuration: {"Memory Representation":"DM"}. This record does not assert independent reproduction. ### ATM-RAG QS: 42. Result ID: 69fb000047f34ce924de0118. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory Representation":"DM"}. This record does not assert independent reproduction. ### Mem0Plain QS: 41.5. Result ID: 69fb000047f34ce924de0113. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory Representation":"DM"}. This record does not assert independent reproduction. ### No-Evidence QS: 0.2. Result ID: 69fb000047f34ce924de010d. [Reporting paper]() Recorded evaluation configuration: {"Memory Representation":"–"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.