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Conformance checking techniques let us find out to what degree a process model and real execution data correspond to each other. In recent years, alignments have proven extremely useful in calculating conformance statistics. Most techniques…

Artificial Intelligence · Computer Science 2019-12-12 Mohammadreza Fani Sani , Sebastiaan J. van Zelst , Wil M. P. van der Aalst

Meeting summarization suffers from limited high-quality data, mainly due to privacy restrictions and expensive collection processes. We address this gap with FAME, a dataset of 500 meetings in English and 300 in German produced by MIMIC,…

Artificial Intelligence · Computer Science 2025-06-02 Frederic Kirstein , Muneeb Khan , Jan Philip Wahle , Terry Ruas , Bela Gipp

Large Language Models (LLMs) have demonstrated superior performance in listwise passage reranking task. However, directly applying them to rank long-form documents introduces both effectiveness and efficiency issues due to the substantially…

Information Retrieval · Computer Science 2026-03-26 Jincheng Feng , Wenhan Liu , Zhicheng Dou

Data harmonization remains a major bottleneck for integrative analysis due to heterogeneity in schemas, value representations, and domain-specific conventions. BDI-Kit provides an extensible toolkit for schema and value matching. It exposes…

Artificial Intelligence · Computer Science 2026-04-09 Roque Lopez , Yurong Liu , Christos Koutras , Juliana Freire

Clinical conversation summarization has become an important application of Natural language Processing. In this work, we intend to analyze summarization model ensembling approaches, that can be utilized to improve the overall accuracy of…

Computation and Language · Computer Science 2023-06-08 Dhananjay Srivastava

Lexical Simplification (LS) methods use a three-step pipeline: complex word identification, substitute generation, and substitute ranking, each with separate evaluation datasets. We found large language models (LLMs) can simplify sentences…

Computation and Language · Computer Science 2025-01-28 Jipeng Qiang , Minjiang Huang , Yi Zhu , Yunhao Yuan , Chaowei Zhang , Xiaoye Ouyang

Large language models (LLMs) are increasingly positioned as scalable tools for annotating educational data, including classroom discourse, interaction logs, and qualitative learning artifacts. Their ability to rapidly summarize…

Artificial Intelligence · Computer Science 2026-03-17 Bakhtawar Ahtisham , Kirk Vanacore , Rene F. Kizilcec

Modern machine learning methods require significant amounts of labelled data, making the preparation process time-consuming and resource-intensive. In this paper, we propose to consider the process of prototyping a tool for annotating and…

Computer Vision and Pattern Recognition · Computer Science 2025-05-26 Nikita Ivanov , Mark Klimov , Dmitry Glukhikh , Tatiana Chernysheva , Igor Glukhikh

This paper introduces ReflectSumm, a novel summarization dataset specifically designed for summarizing students' reflective writing. The goal of ReflectSumm is to facilitate developing and evaluating novel summarization techniques tailored…

Computation and Language · Computer Science 2024-04-24 Yang Zhong , Mohamed Elaraby , Diane Litman , Ahmed Ashraf Butt , Muhsin Menekse

Evaluating text summarization is a challenging problem, and existing evaluation metrics are far from satisfactory. In this study, we explored ChatGPT's ability to perform human-like summarization evaluation using four human evaluation…

Computation and Language · Computer Science 2023-04-06 Mingqi Gao , Jie Ruan , Renliang Sun , Xunjian Yin , Shiping Yang , Xiaojun Wan

Currently, no large-scale training data is available for the task of scientific paper summarization. In this paper, we propose a novel method that automatically generates summaries for scientific papers, by utilizing videos of talks at…

Computation and Language · Computer Science 2019-06-14 Guy Lev , Michal Shmueli-Scheuer , Jonathan Herzig , Achiya Jerbi , David Konopnicki

Understanding human attitudes, preferences, and behaviors through social surveys is essential for academic research and policymaking. Yet traditional surveys face persistent challenges, including fixed-question formats, high costs, limited…

Computation and Language · Computer Science 2025-11-14 Chenxi Lin , Weikang Yuan , Zhuoren Jiang , Biao Huang , Ruitao Zhang , Jianan Ge , Yueqian Xu , Jianxing Yu

Taking notes quickly while effectively capturing key information can be challenging, especially when watching videos that present simultaneous visual and auditory streams. Manually taken notes often miss crucial details due to the…

Human-Computer Interaction · Computer Science 2025-01-31 Faria Huq , Abdus Samee , David Chuan-en Lin , Xiaodi Alice Tang , Jeffrey P. Bigham

Text summarization has a wide range of applications in many scenarios. The evaluation of the quality of the generated text is a complex problem. A big challenge to language evaluation is that there is a clear divergence between existing…

Computation and Language · Computer Science 2023-09-20 Ning Wu , Ming Gong , Linjun Shou , Shining Liang , Daxin Jiang

A series of datasets and models have been proposed for summaries generated for well-formatted documents such as news articles. Dialogue summaries, however, have been under explored. In this paper, we present the first dataset with…

Computation and Language · Computer Science 2023-05-29 Rongxin Zhu , Jianzhong Qi , Jey Han Lau

Improvements in text generation technologies such as machine translation have necessitated more costly and time-consuming human evaluation procedures to ensure an accurate signal. We investigate a simple way to reduce cost by reducing the…

Computation and Language · Computer Science 2022-04-12 Belén Saldías , George Foster , Markus Freitag , Qijun Tan

This paper introduces HarmonySet, a comprehensive dataset designed to advance video-music understanding. HarmonySet consists of 48,328 diverse video-music pairs, annotated with detailed information on rhythmic synchronization, emotional…

Computer Vision and Pattern Recognition · Computer Science 2025-03-05 Zitang Zhou , Ke Mei , Yu Lu , Tianyi Wang , Fengyun Rao

Facilitating class-wide debriefings after small-group discussions is a common strategy in ethics education. Instructor interviews revealed that effective debriefings should highlight frequently discussed themes and surface underrepresented…

Human-Computer Interaction · Computer Science 2026-01-08 Panayu Keelawat , David Barron , Kaushik Narasimhan , Daniel Manesh , Xiaohang Tang , Xi Chen , Sang Won Lee , Yan Chen

Evaluation frameworks for text summarization have evolved in terms of both domain coverage and metrics. However, existing benchmarks still lack domain-specific assessment criteria, remain predominantly English-centric, and face challenges…

Computation and Language · Computer Science 2025-06-03 Hyangsuk Min , Yuho Lee , Minjeong Ban , Jiaqi Deng , Nicole Hee-Yeon Kim , Taewon Yun , Hang Su , Jason Cai , Hwanjun Song

While human evaluation remains best practice for accurately judging the faithfulness of automatically-generated summaries, few solutions exist to address the increased difficulty and workload when evaluating long-form summaries. Through a…

Computation and Language · Computer Science 2023-02-01 Kalpesh Krishna , Erin Bransom , Bailey Kuehl , Mohit Iyyer , Pradeep Dasigi , Arman Cohan , Kyle Lo
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