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Nikhil Verma

3 accepted papers

2025

Page Stream Segmentation with LLMs: Challenges and Applications in Insurance Document Automation

COLING 2025industry

Page Stream Segmentation (PSS) is critical for automating document processing in industries like insurance, where unstructured document collections are common. This paper explores the use of large language models (LLMs) for PSS, applying parameter-efficient fine-tuning to real-world insurance data.…

2024

Personal Large Language Model Agents: A Case Study on Tailored Travel Planning

EMNLP 2024industry

Large Language Models (LLMs) have made significant progress, becoming more autonomous and capable of handling real-world tasks through their access to tools, various planning strategies, and memory, referred to as LLM agents. One emerging area of focus is customizing these models to cater to individ…

Cited by 8SourcePDFScholar
2023

COUNT: COntrastive UNlikelihood Text Style Transfer for Text Detoxification

EMNLP 2023short findings

Offensive and toxic text on social media platforms can lead to polarization and divisiveness within online communities and hinders constructive dialogue. Text detoxification is a crucial task in natural language processing to ensure the generation of non-toxic and safe text. Text detoxification is a…

Cited by 0SourceScholar