# Long-context Question Answering on LoCoMo Open-Domain 2024 Source: [Long-context Question Answering on LoCoMo Open-Domain 2024]() Collection index: [llms.txt]() Data updated: 2026-04-23T09:19:20.318Z Evaluation of model performance on the LoCoMo Open-Domain 2024 dataset for Long-context Question Answering, reporting F1 score, BLEU-1, and LLM-as-a-Judge 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-context Question Answering | | Dataset (including any stated split) | LoCoMo Open-Domain 2024 | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [BLEU-1](): Higher is better; unit: PERCENT. - [LLM-as-a-Judge Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | Lyzr Cognis | 54.77 | Not recorded | 69e9a76255a3c32af89f6ea4 | | Zep | 49.56 | Not recorded | 69e9a76255a3c32af89f6ea4 | | Mem0g | 49.27 | Not recorded | 69e9a76255a3c32af89f6ea4 | | Mem0 | 47.65 | Not recorded | 69e9a76255a3c32af89f6ea4 | | A-Mem | 44.65 | Not recorded | 69e9a76255a3c32af89f6ea4 | | MemGPT | 41.04 | Not recorded | 69e9a76255a3c32af89f6ea4 | | LangMem | 40.91 | Not recorded | 69e9a76255a3c32af89f6ea4 | | LoCoMo | 40.36 | Not recorded | 69e9a76255a3c32af89f6ea4 | | OpenAI | 39.31 | Not recorded | 69e9a76255a3c32af89f6ea4 | | A-Mem\* | 33.34 | Not recorded | 69e9a76255a3c32af89f6ea4 | | ReadAgent | 9.67 | Not recorded | 69e9a76255a3c32af89f6ea4 | | MemoryBank | 6.61 | Not recorded | 69e9a76255a3c32af89f6ea4 | ### Lyzr Cognis F1 Score: 54.77. Result ID: 69e9e40947f34ce924d15135. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### Zep F1 Score: 49.56. Result ID: 69e9e40947f34ce924d15131. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### Mem0g F1 Score: 49.27. Result ID: 69e9e40947f34ce924d15134. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### Mem0 F1 Score: 47.65. Result ID: 69e9e40947f34ce924d15133. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### A-Mem F1 Score: 44.65. Result ID: 69e9e40947f34ce924d1512e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### MemGPT F1 Score: 41.04. Result ID: 69e9e40947f34ce924d1512d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### LangMem F1 Score: 40.91. Result ID: 69e9e40947f34ce924d15130. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### LoCoMo F1 Score: 40.36. Result ID: 69e9e40947f34ce924d1512a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### OpenAI F1 Score: 39.31. Result ID: 69e9e40947f34ce924d15132. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### A-Mem\* F1 Score: 33.34. Result ID: 69e9e40947f34ce924d1512f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### ReadAgent F1 Score: 9.67. Result ID: 69e9e40947f34ce924d1512b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. ### MemoryBank F1 Score: 6.61. Result ID: 69e9e40947f34ce924d1512c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.