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Karthik Babu Manam

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Conference Aug 2026

Improving the Reliability of LLM Evaluation Metrics via Human-in-the-Loop Validation

Large language models (LLMs) are increasingly evaluated using automated metrics such as ROUGE, BERTScore, and perplexity. However, these scores often fail to reflect real-world usefulness, particularly for tasks requiring complex reasoning or agentic behavior. This paper examines the risks of misaligned LLM evaluation...

Karthik Babu Manam, Vincent Koc, Jamshaid Iqbal Janjua · 0 citations
Open access Jul 2026

Scalable Software Engineering Architecture for AI-Enabled ETL Pipelines Using Event-Driven Microservices

An event-driven microservices approach to orchestrate and deploy AI-based ETL pipelines in a Kubernetes-managed environment that includes the following components: asynchronous orchestration using Apache Kafka, hybrid anomaly detection, adaptive schema inference, and predictive load balancing.

Karthik Babu Manam · 0 citations

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