#language-agents2 articles

2 articles

AIBullisharXiv – CS AI · 5d ago6/105

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REMem: Reasoning with Episodic Memory in Language Agent

Researchers have developed REMem, a new framework that enables AI language agents to form and reason with episodic memory similar to humans. The system uses a two-phase approach with offline memory graph indexing and online agentic retrieval, showing significant improvements over existing memory systems like Mem0 and HippoRAG 2.

AINeutralarXiv – CS AI · Feb 275/102

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Cognitive Models and AI Algorithms Provide Templates for Designing Language Agents

Researchers propose using cognitive models and AI algorithms as templates for designing modular language agents that combine multiple large language models. The position paper formalizes agent templates that specify roles for individual LLMs and how their functionalities should be composed to solve complex problems beyond single model capabilities.