--- title: "Integrations" description: "Supported benchmarks and providers in MemoryBench" sidebarTitle: "Integrations" --- ## Benchmarks | Benchmark | Description | Source | Categories | |-----------|-------------|--------|------------| | LoCoMo | Long context memory testing fact recall across extended conversations | [snap-research/locomo](https://github.com/snap-research/locomo) | `single-hop`, `multi-hop`, `temporal`, `world-knowledge`, `adversarial` | | LongMemEval | Long-term memory evaluation across multiple sessions with knowledge updates | [xiaowu0162/longmemeval](https://huggingface.co/datasets/xiaowu0162/longmemeval-cleaned) | `single-session-user`, `single-session-assistant`, `multi-session`, `temporal-reasoning`, `knowledge-update` | | ConvoMem | Conversational memory focused on personalization and preference learning | [Salesforce/ConvoMem](https://huggingface.co/datasets/Salesforce/ConvoMem) | `user_evidence`, `assistant_facts_evidence`, `preference_evidence`, `changing_evidence`, `abstention_evidence` | We're actively adding support for more benchmarks. [Contribute your own](/memorybench/extend-benchmark) or [create a feature request](https://github.com/supermemoryai/memorybench/issues). --- ## Providers Chunk-based semantic search LLM-powered memory extraction Knowledge graph construction We're actively adding support for more providers. [Contribute your own](/memorybench/extend-provider) or [create a feature request](https://github.com/supermemoryai/memorybench/issues).