snap-research/locomo

Benchmarking Chat Assistants on Long-Term Interactive Memory (ICLR 2025)

Open source code for ICLR 2026 Paper: Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions

Curated systems, benchmarks, and papers etc. on memory for LLMs/MLLMs --- long-term context, retrieval, and reasoning.

Lifecycle-Aware Memory for long-horizon LLM agents — 66.05% on PaperBench, 94.66% on SurveyBench, 10 peer-reviewed acceptances at FSE/ICML/TOSEM/AEI/ICoGB

TeleMem is a high-performance drop-in replacement for Mem0, featuring semantic deduplication, long-term dialogue memory, and multimodal video reasoning.

A framework for training and evaluating AI models on a variety of openly available dialogue datasets.

[ICML'26] SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal