# Constraint Recall on AGENTIF long-horizon agentic conversations Source: [Constraint Recall on AGENTIF long-horizon agentic conversations]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:47.404Z Evaluation of agent performance on the AGENTIF dataset specifically measuring Constraint Recall capability in long-horizon agentic conversations. 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 | Constraint Recall | | Dataset (including any stated split) | AGENTIF long-horizon agentic conversations | | Metric | Constraint Recall | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Constraint Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Constraint Recall | Result date | Report paper | | --- | --- | --- | --- | | Amory | 47.4 | Not recorded | 6965d1886343fa78c8323593 | | ReadAgent | 36.8 | Not recorded | 6965d1886343fa78c8323593 | | A-Mem | 27.8 | Not recorded | 6965d1886343fa78c8323593 | | Mem0 | 25.1 | Not recorded | 6965d1886343fa78c8323593 | | HippoRAG | 23.9 | Not recorded | 6965d1886343fa78c8323593 | | Zep | 21.3 | Not recorded | 6965d1886343fa78c8323593 | ### Amory Constraint Recall: 47.4. Result ID: 6996926b5698665ec4db912e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"EM+SM"}. This record does not assert independent reproduction. ### ReadAgent Constraint Recall: 36.8. Result ID: 6996926b5698665ec4db912d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### A-Mem Constraint Recall: 27.8. Result ID: 6996926b5698665ec4db912b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mem0 Constraint Recall: 25.1. Result ID: 6996926b5698665ec4db912c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HippoRAG Constraint Recall: 23.9. Result ID: 6996926b5698665ec4db912a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Zep Constraint Recall: 21.3. Result ID: 6996926b5698665ec4db9129. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.