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customer support

25 items

RESEARCHarXiv CS.CL·4d ago

PEFT of SLM for Telecommunications Customer Support: A Comparative Study of LoRA Configurations with Energy Consumption Analysis

This study systematically applies parameter-efficient fine-tuning (PEFT) using Low-Rank Adaptation (LoRA) to Qwen2.5-3B for a telecommunications customer support conversational assistant. It evaluates 16 LoRA configurations, varying hyperparameters and target modules, using a combinatorial synthetic data generation approach.

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DOCDEV.to AI·23d ago

Loova Agents

Loova Agents is a conversational AI platform designed for automating customer support and engagement, leveraging machine learning and natural language processing. Its microservices architecture includes key components like an NLP Engine for understanding customer input and Dialogue Management for crafting appropriate responses.

28
RESEARCHarXiv CS.AI·4/14/2026

Help Without Being Asked: A Deployed Proactive Agent System for On-Call Support with Continuous Self-Improvement

This paper introduces Vigil, a novel proactive AI agent system designed to support human analysts during on-call interactions in large-scale cloud service platforms. Unlike reactive agents, Vigil remains engaged throughout the entire resolution life-cycle, learning from unresolved cases and providing continuous assistance to reduce human workload.

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