# Long-conversation Question Answering on LoCoMo categories 1-4 Source: [Long-conversation Question Answering on LoCoMo categories 1-4]() Collection index: [llms.txt]() Data updated: 2026-05-13T10:54:39.500Z Evaluation of model performance on the specific subset 'LoCoMo categories 1-4' for Long-conversation Question Answering, reporting scores across Multi-Hop, Temporal, Open-Domain, and Single-Hop question types, along with overall performance and efficiency metrics. 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-conversation Question Answering | | Dataset (including any stated split) | LoCoMo categories 1-4 | | Metric | Overall Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Overall Score](): Higher is better; unit: PERCENT. - [Multi-Hop Score](): Higher is better; unit: PERCENT. - [Temporal Score](): Higher is better; unit: PERCENT. - [Open-Domain Score](): Higher is better; unit: PERCENT. - [Single-Hop Score](): Higher is better; unit: PERCENT. - [Efficiency Score (Per 1K)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Overall Score | Result date | Report paper | | --- | --- | --- | --- | | Mem0 platform | 91.6 | Not recorded | 6a0405dfdbc836b87d8278d4 | | PRISM | 89.1 | Not recorded | 6a0405dfdbc836b87d8278d4 | | PRISM | 83.1 | Not recorded | 6a0405dfdbc836b87d8278d4 | | M-Flow | 81.8 | Not recorded | 6a0405dfdbc836b87d8278d4 | | MAGMA | 68.8 | Not recorded | 6a0405dfdbc836b87d8278d4 | | Mem0g | 68.4 | Not recorded | 6a0405dfdbc836b87d8278d4 | | Mem0 | 66.9 | Not recorded | 6a0405dfdbc836b87d8278d4 | | Full Context | 48.1 | Not recorded | 6a0405dfdbc836b87d8278d4 | ### Mem0 platform Overall Score: 91.6. Result ID: 6a04582c47f34ce924eb004e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Different-Protocol","Answer Model":"Managed Commercial Pipeline","Ctx tokens/query":"∼7,000"}. This record does not assert independent reproduction. ### PRISM Overall Score: 89.1. Result ID: 6a04582c47f34ce924eb004d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Different-Protocol","Answer Model":"gpt-5.5","Ctx tokens/query":"2,023"}. This record does not assert independent reproduction. ### PRISM Overall Score: 83.1. Result ID: 6a04582c47f34ce924eb004b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Same-Protocol","Answer Model":"gpt-4o-mini","Ctx tokens/query":"2,023"}. This record does not assert independent reproduction. ### M-Flow Overall Score: 81.8. Result ID: 6a04582c47f34ce924eb004c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Different-Protocol","Answer Model":"gpt-5-mini","Ctx tokens/query":"2,588"}. This record does not assert independent reproduction. ### MAGMA Overall Score: 68.8. Result ID: 6a04582c47f34ce924eb0048. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Same-Protocol","Answer Model":"gpt-4o-mini","Ctx tokens/query":"3,370"}. This record does not assert independent reproduction. ### Mem0g Overall Score: 68.4. Result ID: 6a04582c47f34ce924eb004a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Same-Protocol","Answer Model":"gpt-4o-mini","Ctx tokens/query":"3,616"}. This record does not assert independent reproduction. ### Mem0 Overall Score: 66.9. Result ID: 6a04582c47f34ce924eb0049. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Same-Protocol","Answer Model":"gpt-4o-mini","Ctx tokens/query":"1,764"}. This record does not assert independent reproduction. ### Full Context Overall Score: 48.1. Result ID: 6a04582c47f34ce924eb0047. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Same-Protocol","Answer Model":"gpt-4o-mini","Ctx tokens/query":"26,031"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.