Papers by Ravi Kokku
Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents (2025.emnlp-main)
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Ankan Mullick, Sombit Bose, Rounak Saha, Ayan Kumar Bhowmick, Aditya Vempaty, Prasenjit Dey, Ravi Kokku, Pawan Goyal, Niloy Ganguly
| Challenge: | Unlike highlights (fragmented key points) and traditional summaries, spotlights selectively emphasize intriguing content to foster deeper reader engagement with the source material. |
| Approach: | They propose a novel paradigm for information extraction that selectively emphasizes intriguing content to foster deeper reader engagement with the source material. |
| Outcome: | The proposed model improves readability and boosts engagement value of the original document. |
On The Persona-based Summarization of Domain-Specific Documents (2024.findings-acl)
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Ankan Mullick, Sombit Bose, Rounak Saha, Ayan Bhowmick, Pawan Goyal, Niloy Ganguly, Prasenjit Dey, Ravi Kokku
| Challenge: | In an ever-expanding world of domain-specific knowledge, summarization of information is a complex task . persona-based summarizing of domain specific information by humans is deemed not preferred . |
| Approach: | They propose a framework for efficient training of a small foundation LLM on a healthcare corpus. |
| Outcome: | The proposed framework fine-tunes a domain-specific small foundation LLM using a healthcare corpus and evaluates its quality using AI-based critiquing. |