dorsal/arxiv
View SchemaSUMMPILOT: Bridging Efficiency and Customization for Interactive Summarization System
| Authors | JungMin Yun, Juhwan Choi, Kyohoon Jin, Soojin Jang, Jinhee Jang, YoungBin Kim |
|---|---|
| Categories | |
| ArXiv ID | 2601.08475vv1 |
| URL | https://arxiv.org/abs/2601.08475 |
| DOI | 10.1609/aaai.v39i28.35380 |
| License | http://creativecommons.org/licenses/by-nc-sa/4.0/ |
Abstract
This paper incorporates the efficiency of automatic summarization and addresses the challenge of generating personalized summaries tailored to individual users' interests and requirements. To tackle this challenge, we introduce SummPilot, an interaction-based customizable summarization system. SummPilot leverages a large language model to facilitate both automatic and interactive summarization. Users can engage with the system to understand document content and personalize summaries through interactive components such as semantic graphs, entity clustering, and explainable evaluation. Our demo and user studies demonstrate SummPilot's adaptability and usefulness for customizable summarization.
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"date_created": "2026-02-17T05:53:15.640000Z",
"date_modified": "2026-02-17T05:53:15.640000Z",
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"abstract": "This paper incorporates the efficiency of automatic summarization and addresses the challenge of generating personalized summaries tailored to individual users\u0027 interests and requirements. To tackle this challenge, we introduce SummPilot, an interaction-based customizable summarization system. SummPilot leverages a large language model to facilitate both automatic and interactive summarization. Users can engage with the system to understand document content and personalize summaries through interactive components such as semantic graphs, entity clustering, and explainable evaluation. Our demo and user studies demonstrate SummPilot\u0027s adaptability and usefulness for customizable summarization.",
"arxiv_id": "2601.08475",
"authors": [
"JungMin Yun",
"Juhwan Choi",
"Kyohoon Jin",
"Soojin Jang",
"Jinhee Jang",
"YoungBin Kim"
],
"categories": [
"cs.AI",
"cs.HC"
],
"doi": "10.1609/aaai.v39i28.35380",
"license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
"title": "SUMMPILOT: Bridging Efficiency and Customization for Interactive Summarization System",
"url": "https://arxiv.org/abs/2601.08475",
"version": "v1"
},
"schema_id": "dorsal/arxiv",
"source": {
"execution_id": "69a5e501-1b37-4bc5-9ea1-42db02868f87",
"id": "arXiv Dataset",
"type": "Model",
"variant": "snapshot-2026-01-17",
"version": "0.1.0"
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"user_id": 1000002
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