memory architectures

2 items

RESEARCHarXiv CS.CL·13d ago

Memory Architectures for Multi-Turn Text-to-SQL: A Benchmark and Empirical Study

This research introduces EnterpriseMem-Bench, a novel multi-turn Text-to-SQL benchmark with 300 sessions and 1,400 turns from enterprise domains. It empirically evaluates five frontier models, including GPT and Claude variants, revealing that stateless multi-turn Text-to-SQL models achieve zero execution accuracy by Turn 3.

memory architectures Text-to-SQL enterprise analytics Benchmarking

RESEARCHarXiv CS.AI·4/6/2026

Aligning Progress and Feasibility: A Neuro-Symbolic Dual Memory Framework for Long-Horizon LLM Agents

O título sugere uma pesquisa sobre um framework neuro-simbólico de memória dupla para agentes LLM, visando alinhar progresso e viabilidade em tarefas de longo horizonte. Ele aborda a melhoria da capacidade de agentes de IA para planejar e executar ações complexas ao longo do tempo.

memory architectures LLMs LLM Agents Neuro-Simbólico