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⇱ Surya Teja Appini - DZone Member

Surya Teja Appini

Engineer at Meta

US

Joined Mar 2025

Stats

Reputation: 204
Pageviews: 9.7K
Articles: 3
Comments: 0

Articles

Evaluating LLM-Powered Voice Assistants: A Guide Beyond Traditional Metrics
A practical guide to evaluating LLM-powered voice assistants using multi-dimensional metrics covering helpfulness, accuracy, safety, and system performance.
October 9, 2025
· 2,693 Views · 2 Likes
LLMs for Debugging Code
Learn how LLMs can analyze code, assist in debugging workflows, and where their current limitations open space for future innovation.
September 18, 2025
· 4,463 Views · 3 Likes
Active Learning and Human-in-the-Loop for NLP Annotation and Model Improvement
A practical guide to using active learning and human-in-the-loop workflows for efficient NLP annotation, model training, and continuous improvement.
September 4, 2025
· 2,525 Views · 5 Likes

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