# Long-context Memory Management on LoCoMo (Precision, Recall, F1, Occupancy, Reward) Source: [Long-context Memory Management on LoCoMo (Precision, Recall, F1, Occupancy, Reward)]() Collection index: [llms.txt]() Data updated: 2026-06-11T08:06:57.740Z Evaluation of Long-context Memory Management on the LoCoMo dataset, focusing on standard classification metrics (Precision, Recall, F1) alongside memory utilization (Occupancy) and performance feedback (Reward). 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 Memory Management | | Dataset (including any stated split) | LoCoMo | | Metric | Precision | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Occupancy](): Higher is better; unit: PERCENT. - [Reward](): Higher is better; unit: SCALAR. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | OSL-MR | 31.3 | Not recorded | 6a28f37190966ade919c192b | | OSL-MR | 27.41 | Not recorded | 6a28f37190966ade919c192b | | BC-learner | 23.03 | Not recorded | 6a28f37190966ade919c192b | | BC-learner | 22.3 | Not recorded | 6a28f37190966ade919c192b | | OSL-MR | 11.8 | Not recorded | 6a28f37190966ade919c192b | | BC-learner | 9.68 | Not recorded | 6a28f37190966ade919c192b | | Mixed-Score | 3.91 | Not recorded | 6a28f37190966ade919c192b | | Mixed-Score | 3.25 | Not recorded | 6a28f37190966ade919c192b | | Mixed-Score | 2.43 | Not recorded | 6a28f37190966ade919c192b | | GA-heuristic | 0.41 | Not recorded | 6a28f37190966ade919c192b | | GA-heuristic | 0.38 | Not recorded | 6a28f37190966ade919c192b | | GA-LLM | 0.3 | Not recorded | 6a28f37190966ade919c192b | | GA-heuristic | 0.26 | Not recorded | 6a28f37190966ade919c192b | | GA-LLM | 0.22 | Not recorded | 6a28f37190966ade919c192b | | GA-LLM | 0.17 | Not recorded | 6a28f37190966ade919c192b | | Recency | 0.12 | Not recorded | 6a28f37190966ade919c192b | | Recency | 0.1 | Not recorded | 6a28f37190966ade919c192b | | Recency | 0 | Not recorded | 6a28f37190966ade919c192b | ### OSL-MR Precision: 31.3. Result ID: 6a2a6c8afbc373592c276294. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"64"}. This record does not assert independent reproduction. ### OSL-MR Precision: 27.41. Result ID: 6a2a6c8afbc373592c27629a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"128"}. This record does not assert independent reproduction. ### BC-learner Precision: 23.03. Result ID: 6a2a6c8afbc373592c276299. [Reporting paper]() Recorded evaluation configuration: {"Budget":"128"}. This record does not assert independent reproduction. ### BC-learner Precision: 22.3. Result ID: 6a2a6c8afbc373592c276293. [Reporting paper]() Recorded evaluation configuration: {"Budget":"64"}. This record does not assert independent reproduction. ### OSL-MR Precision: 11.8. Result ID: 6a2a6c8afbc373592c27628e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"32"}. This record does not assert independent reproduction. ### BC-learner Precision: 9.68. Result ID: 6a2a6c8afbc373592c27628d. [Reporting paper]() Recorded evaluation configuration: {"Budget":"32"}. This record does not assert independent reproduction. ### Mixed-Score Precision: 3.91. Result ID: 6a2a6c8afbc373592c276298. [Reporting paper]() Recorded evaluation configuration: {"Budget":"128"}. This record does not assert independent reproduction. ### Mixed-Score Precision: 3.25. Result ID: 6a2a6c8afbc373592c276292. [Reporting paper]() Recorded evaluation configuration: {"Budget":"64"}. This record does not assert independent reproduction. ### Mixed-Score Precision: 2.43. Result ID: 6a2a6c8afbc373592c27628c. [Reporting paper]() Recorded evaluation configuration: {"Budget":"32"}. This record does not assert independent reproduction. ### GA-heuristic Precision: 0.41. Result ID: 6a2a6c8afbc373592c276296. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"128"}. This record does not assert independent reproduction. ### GA-heuristic Precision: 0.38. Result ID: 6a2a6c8afbc373592c276290. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"64"}. This record does not assert independent reproduction. ### GA-LLM Precision: 0.3. Result ID: 6a2a6c8afbc373592c276297. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"128"}. This record does not assert independent reproduction. ### GA-heuristic Precision: 0.26. Result ID: 6a2a6c8afbc373592c27628a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"32"}. This record does not assert independent reproduction. ### GA-LLM Precision: 0.22. Result ID: 6a2a6c8afbc373592c276291. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"64"}. This record does not assert independent reproduction. ### GA-LLM Precision: 0.17. Result ID: 6a2a6c8afbc373592c27628b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":"32"}. This record does not assert independent reproduction. ### Recency Precision: 0.12. Result ID: 6a2a6c8afbc373592c276295. [Reporting paper]() Recorded evaluation configuration: {"Budget":"128"}. This record does not assert independent reproduction. ### Recency Precision: 0.1. Result ID: 6a2a6c8afbc373592c27628f. [Reporting paper]() Recorded evaluation configuration: {"Budget":"64"}. This record does not assert independent reproduction. ### Recency Precision: 0. Result ID: 6a2a6c8afbc373592c276289. [Reporting paper]() Recorded evaluation configuration: {"Budget":"32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.