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Automatic chart to text summarization is an effective tool for the visually impaired people along with providing precise insights of tabular data in natural language to the user. A large and well-structured dataset is always a key part for…

In this paper, we describe the system submitted for the shared task on Social Media Mining for Health Applications by the team Light. Previous works demonstrate that LSTMs have achieved remarkable performance in natural language processing…

计算与语言 · 计算机科学 2018-09-06 Nishant Nikhil , Shivansh Mundra

An algorithm is proposed, analyzed, and tested for solving continuous nonlinear-equality-constrained optimization problems where the objective and constraint functions are defined by expectations or averages over large, finite numbers of…

最优化与控制 · 数学 2026-05-14 Frank E. Curtis , Lingjun Guo , Daniel P. Robinson

This paper describes the IUST NLP Lab submission to the Prompting Large Language Models as Explainable Metrics Shared Task at the Eval4NLP 2023 Workshop on Evaluation & Comparison of NLP Systems. We have proposed a zero-shot prompt-based…

计算与语言 · 计算机科学 2023-11-21 Ghazaleh Mahmoudi

This paper introduces CaseSumm, a novel dataset for long-context summarization in the legal domain that addresses the need for longer and more complex datasets for summarization evaluation. We collect 25.6K U.S. Supreme Court (SCOTUS)…

计算与语言 · 计算机科学 2025-01-03 Mourad Heddaya , Kyle MacMillan , Anup Malani , Hongyuan Mei , Chenhao Tan

In the evolving NLP landscape, benchmarks serve as yardsticks for gauging progress. However, existing Legal NLP benchmarks only focus on predictive tasks, overlooking generative tasks. This work curates LexSumm, a benchmark designed for…

计算与语言 · 计算机科学 2024-10-15 T. Y. S. S. Santosh , Cornelius Weiss , Matthias Grabmair

Opinion summarization research has primarily focused on generating summaries reflecting important opinions from customer reviews without paying much attention to the writing style. In this paper, we propose the stylized opinion…

计算与语言 · 计算机科学 2024-08-13 Hayate Iso , Xiaolan Wang , Yoshi Suhara

Content-based recommendation systems play a crucial role in delivering personalized content to users in the digital world. In this work, we introduce EmbSum, a novel framework that enables offline pre-computations of users and candidate…

信息检索 · 计算机科学 2024-08-20 Chiyu Zhang , Yifei Sun , Minghao Wu , Jun Chen , Jie Lei , Muhammad Abdul-Mageed , Rong Jin , Angli Liu , Ji Zhu , Sem Park , Ning Yao , Bo Long

Summaries generated from medical conversations can improve recall and understanding of care plans for patients and reduce documentation burden for doctors. Recent advancements in automatic speech recognition (ASR) and natural language…

计算与语言 · 计算机科学 2020-07-28 Benjamin Schloss , Sandeep Konam

A medical provider's summary of a patient visit serves several critical purposes, including clinical decision-making, facilitating hand-offs between providers, and as a reference for the patient. An effective summary is required to be…

计算与语言 · 计算机科学 2023-05-11 Varun Nair , Elliot Schumacher , Anitha Kannan

Text summarization is a fundamental task in natural language processing (NLP), and the information explosion has made long-document processing increasingly demanding, making summarization essential. Existing research mainly focuses on model…

Writing clinical notes and documenting medical exams is a critical task for healthcare professionals, serving as a vital component of patient care documentation. However, manually writing these notes is time-consuming and can impact the…

计算与语言 · 计算机科学 2025-06-17 Yizhan Li , Sifan Wu , Christopher Smith , Thomas Lo , Bang Liu

Professionals in modern healthcare systems are increasingly burdened by documentation workloads. Documentation of the initial patient anamnesis is particularly relevant, forming the basis of successful further diagnostic measures. However,…

计算与语言 · 计算机科学 2020-11-04 Anton Schäfer , Nils Blach , Oliver Rausch , Maximilian Warm , Nils Krüger

Recently, large-scale datasets have vastly facilitated the development in nearly all domains of Natural Language Processing. However, there is currently no cross-task dataset in NLP, which hinders the development of multi-task learning. We…

计算与语言 · 计算机科学 2020-05-26 Canwen Xu , Jiaxin Pei , Hongtao Wu , Yiyu Liu , Chenliang Li

The Scholarly Document Processing (SDP) workshop is to encourage more efforts on natural language understanding of scientific task. It contains three shared tasks and we participate in the LongSumm shared task. In this paper, we describe…

计算与语言 · 计算机科学 2020-10-20 Jiaxin Ju , Ming Liu , Longxiang Gao , Shirui Pan

The growing volume of biomedical scholarly document abstracts presents an increasing challenge in efficiently retrieving accurate and relevant information. To address this, we introduce a novel approach that integrates an optimized topic…

计算与语言 · 计算机科学 2024-11-04 Parvez Zamil , Gollam Rabby , Md. Sadekur Rahman , Sören Auer

Traditional robot task planning methods face challenges when dealing with highly unstructured environments and complex tasks. We propose a task planning method that combines human expertise with an LLM and have designed an LLM prompt…

机器人学 · 计算机科学 2023-06-09 Yue Zhen , Sheng Bi , Lu Xing-tong , Pan Wei-qin , Shi Hai-peng , Chen Zi-rui , Fang Yi-shu

Mental health risk is a critical global public health challenge, necessitating innovative and reliable assessment methods. With the development of large language models (LLMs), they stand out to be a promising tool for explainable mental…

人工智能 · 计算机科学 2025-05-21 Xinzhe Zheng , Sijie Ji , Jiawei Sun , Renqi Chen , Wei Gao , Mani Srivastava

Lay summarization aims to generate lay summaries of scientific papers automatically. It is an essential task that can increase the relevance of science for all of society. In this paper, we build a lay summary generation system based on the…

计算与语言 · 计算机科学 2020-10-20 Tiezheng Yu , Dan Su , Wenliang Dai , Pascale Fung

The advent of large language models (LLMs) has significantly advanced natural language processing tasks like text summarization. However, their large size and computational demands, coupled with privacy concerns in data transmission, limit…

计算与语言 · 计算机科学 2024-03-18 Pengcheng Jiang , Cao Xiao , Zifeng Wang , Parminder Bhatia , Jimeng Sun , Jiawei Han