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- research-articleJuly 2024
Flexible and Adaptable Summarization via Expertise Separation
SIGIR '24: Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information RetrievalJuly 2024, Pages 2018–2027https://doi.org/10.1145/3626772.3657789A proficient summarization model should exhibit both flexibility -- the capacity to handle a range of in-domain summarization tasks, and adaptability -- the competence to acquire new knowledge and adjust to unseen out-of-domain tasks. Unlike large ...
- abstractJuly 2024
Towards a Framework for Legal Case Retrieval
SIGIR '24: Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information RetrievalJuly 2024, Page 3078https://doi.org/10.1145/3626772.3657650Legal case reports detail the main points of a decided case, findings and decisions of the court. The reports are a fundamental source for Case law, a law which requires judges to align their rulings with previous judicial decisions on similar cases [1]. ...
- research-articleMay 2024
SigBart: Enhanced Pre-training via Salient Content Representation Learning for Social Media Summarization
WWW '24: Companion Proceedings of the ACM on Web Conference 2024May 2024, Pages 1690–1694https://doi.org/10.1145/3589335.3652505Our approach to automatically summarizing online mental health posts could help counselors by reducing their reading time, enabling quicker and more effective support for individuals seeking mental health assistance. Neural text summarization methods ...
- research-articleMay 2024
Towards Fact-check Summarization Leveraging on Argumentation Elements Tied to Entity Graphs
- Kateřina Haniková,
- David Chudán,
- Vojtěch Svátek,
- Peter Vajdečka,
- Raphaël Troncy,
- Filip Vencovský,
- Jana Syrovátková
WWW '24: Companion Proceedings of the ACM on Web Conference 2024May 2024, Pages 1473–1481https://doi.org/10.1145/3589335.3651914Fact-check consumers can have different preferences regarding the amount of text being used for explaining the claim veracity verdict. Dynamically adapting the size of a fact-check report is thus an important functionality for systems designed to convey ...
- short-paperMay 2024
Leveraging Knowledge-aware Methodologies for Multi-document Summarization
WWW '24: Companion Proceedings of the ACM on Web Conference 2024May 2024, Pages 1206–1209https://doi.org/10.1145/3589335.3651262With the development of information technology, a large amount of information and corpora has been incrementally sparked from the Web, stimulating an increasingly high demand for summarizing. Document Summarization is one of Natural Language Processing ...
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- research-articleMay 2024
A Hybrid Approach for Automatic Text Summarization by Handling Out-of-Vocabulary Words Using TextR-BLG Pointer Algorithm
Scientific and Technical Information Processing (SPSTIP), Volume 51, Issue 1Mar 2024, Pages 72–83https://doi.org/10.3103/S0147688224010106AbstractLong documents such as scientific papers and government reports, often discuss substantial issues in long conversation, which are time-consuming to read and understand. Generating abstractive summaries can help readers quickly grasp the main ...
- research-articleMarch 2024
Action-Item-Driven Summarization of Long Meeting Transcripts
NLPIR '23: Proceedings of the 2023 7th International Conference on Natural Language Processing and Information RetrievalDecember 2023, Pages 91–98https://doi.org/10.1145/3639233.3639253The increased prevalence of online meetings has significantly enhanced the practicality of a model that can automatically generate the summary of a given meeting. This paper introduces a novel and effective approach to automate the generation of meeting ...
- research-articleMarch 2024
Semantic Topic Extraction from Research Artifacts
CSAI '23: Proceedings of the 2023 7th International Conference on Computer Science and Artificial IntelligenceDecember 2023, Pages 539–545https://doi.org/10.1145/3638584.3638670The GENESIS project introduces a novel framework for Research Artifact Data Semantics to enhance semantic web technologies within academic institutions. This paper introduces a system developed as part of the GENESIS challenge, focusing on extracting and ...
- research-articleJanuary 2024
Multi-Person Speech Curator for Minutes of Meetings along with Meeting Summarization and Language Translation
ICAAI '23: Proceedings of the 2023 7th International Conference on Advances in Artificial IntelligenceOctober 2023, Pages 6–12https://doi.org/10.1145/3633598.3633600Multi-Person Speech Curator for Minutes of Meetings refers to a system where we can generate the summary of a meeting from the audio recording of the meeting using automatic speech recognition (ASR) and NLP algorithms. The system can identify and ...
- short-paperAugust 2023
OntG-Bart: Ontology-Infused Clinical Abstractive Summarization
DocEng '23: Proceedings of the ACM Symposium on Document Engineering 2023August 2023, Article No.: 17, Pages 1–4https://doi.org/10.1145/3573128.3609346Automating the process of clinical text summarization could save clinicians' reading time and reduce their fatigue, acknowledging the necessity of human professionals in the loop. This paper addresses clinical text summarization, aiming to incorporate ...
- short-paperJuly 2023
Private Meeting Summarization Without Performance Loss
SIGIR '23: Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information RetrievalJuly 2023, Pages 2282–2286https://doi.org/10.1145/3539618.3592042Meeting summarization has an enormous business potential, but in addition to being a hard problem, roll-out is challenged by privacy concerns. We explore the problem of meeting summarization under differential privacy constraints and find, to our ...
- research-articleJuly 2023
Automated Summarization of Stack Overflow Posts
ICSE '23: Proceedings of the 45th International Conference on Software EngineeringMay 2023, Pages 1853–1865https://doi.org/10.1109/ICSE48619.2023.00158Software developers often resort to Stack Overflow (SO) to fill their programming needs. Given the abundance of relevant posts, navigating them and comparing different solutions is tedious and time-consuming. Recent work has proposed to automatically ...
- short-paperApril 2023
Explicit and Implicit Semantic Ranking Framework
- Xiaofeng Zhu,
- Thomas Lin,
- Vishal Anand,
- Matthew Calderwood,
- Eric Clausen-Brown,
- Gord Lueck,
- Wen-Wai Yim,
- Cheng Wu
WWW '23 Companion: Companion Proceedings of the ACM Web Conference 2023April 2023, Pages 326–330https://doi.org/10.1145/3543873.3584621The core challenge in numerous real-world applications is to match an inquiry to the best document from a mutable and finite set of candidates. Existing industry solutions, especially latency-constrained services, often rely on similarity algorithms that ...
- research-articleJune 2023
ACL TA-DA: A Dataset for Text Summarization and Generation
SAC '23: Proceedings of the 38th ACM/SIGAPP Symposium on Applied ComputingMarch 2023, Pages 1233–1239https://doi.org/10.1145/3555776.3577736Selecting appropriate natural language datasets is imperative to achieving good performance in deep learning natural language tasks. Recent state-of-the-art language models train huge corpora to achieving high language understanding performances. Also, ...
- research-articleMarch 2023
Investigating Student's Problem-solving Approaches in MOOCs using Natural Language Processing
LAK2023: LAK23: 13th International Learning Analytics and Knowledge ConferenceMarch 2023, Pages 262–272https://doi.org/10.1145/3576050.3576091Problem-solving approaches are an essential part of learning. Knowing how students approach solving problems can help instructors improve their instructional designs and effectively guide the learning process of students. We propose a natural language ...
- research-articleOctober 2022
Beyond Text Generation: Supporting Writers with Continuous Automatic Text Summaries
UIST '22: Proceedings of the 35th Annual ACM Symposium on User Interface Software and TechnologyOctober 2022, Article No.: 98, Pages 1–13https://doi.org/10.1145/3526113.3545672We propose a text editor to help users plan, structure and reflect on their writing process. It provides continuously updated paragraph-wise summaries as margin annotations, using automatic text summarization. Summary levels range from full text, to ...
- short-paperAugust 2022
Do Extractive Summarization Algorithms Amplify Lexical Bias in News Articles?
ICTIR '22: Proceedings of the 2022 ACM SIGIR International Conference on Theory of Information RetrievalAugust 2022, Pages 133–137https://doi.org/10.1145/3539813.3545123Users who read news summaries on search engine result pages and social media may not access the original news articles. Hence, if the summaries are automatically generated, it is vital that the automatic summaries represent the contents of the original ...
- short-paperJuly 2022
MuchSUM: Multi-channel Graph Neural Network for Extractive Summarization
SIGIR '22: Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information RetrievalJuly 2022, Pages 2617–2622https://doi.org/10.1145/3477495.3531906Recent studies of extractive text summarization have leveraged BERT for document encoding with breakthrough performance. However, when using a pre-trained BERT-based encoder, existing approaches for selecting representative sentences for text ...
- short-paperOctober 2022
SOSum: a dataset of stack overflow post summaries
MSR '22: Proceedings of the 19th International Conference on Mining Software RepositoriesMay 2022, Pages 247–251https://doi.org/10.1145/3524842.3528487Stack Overflow (SO) is becoming an indispensable part of modern software development workflow. However, given the limited time, attention, and memory capacity of programmers, navigating SO posts and comparing different solutions is time-consuming and ...
- Work in ProgressMarch 2022
SummaryLens – A Smartphone App for Exploring Interactive Use of Automated Text Summarization in Everyday Life
IUI '22 Companion: Companion Proceedings of the 27th International Conference on Intelligent User InterfacesMarch 2022, Pages 93–96https://doi.org/10.1145/3490100.3516471We present SummaryLens, a concept and prototype for a mobile tool that leverages automated text summarization to enable users to quickly scan and summarize physical text documents. We further combine this with a text-to-speech system to read out the ...