2 papers
cs.AI2025
Task Memory Engine (TME): Enhancing State Awareness for Multi-Step LLM Agent Tasks
Ye Ye
Large Language Models (LLMs) are increasingly used as autonomous agents for multi-step tasks. However, most existing frameworks fail to maintain a structured understanding of the t…
cs.AI2025
Task Memory Engine: Spatial Memory for Robust Multi-Step LLM Agents
Ye Ye
Large Language Models (LLMs) falter in multi-step interactions -- often hallucinating, repeating actions, or misinterpreting user corrections -- due to reliance on linear, unstruct…