Papers by Devendra Singh
AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization (2025.acl-industry)
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Abhinav Gupta, Devendra Singh, Greig A Cowan, N Kadhiresan, Siddharth Srivastava, Yagneswaran Sriraja, Yoages Kumar Mantri
| Challenge: | Large language models (LLMs) are used to summarize large volumes of textual information into a smaller, more manageable size. |
| Approach: | They propose a large language model-based summarization system for regulated banking environments that generates accurate, privacy-compliant summaries of customer-advisor conversations. |
| Outcome: | The proposed system achieves 94% factual consistency rate and significant reduction in hallucination rate. |