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Summarization

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30 documents available in our comprehensive collection of Summarization resources. Find practical guides, tutorials, and documentation to enhance your knowledge.

Preview of Dialogue Summarization
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Dialogue Summarization (2022.coling-1.569.pdf)

385 KBZhichao Geng ; Ming Zhong ; Zhangyue Yin ; Xipeng Qiu ; Xuanjing HuangEN 7 pages
Researchers propose speaker-aware supervised contrastive learning (SCL) tasks to improve abstractive dialogue summarization, as pre-trained models struggle to
Preview of Abstractive Summarization
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Abstractive Summarization (2020.acl-main.551.pdf)

633 KBZhenwen Li ; Wenhao Wu ; Sujian LiEN 6 pages
Researchers propose a novel abstractive summarization method using Elementary Discourse Units (EDUs) as the basic composition unit, arguing that EDUs are more
Preview of Query-Adaptive Summarization
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Query-Adaptive Summarization (1705.00581v2.pdf)

4.77 MBArun Balajee Vasudevan[1][2], Michael Gygli[1][2][3], Anna Volokitin[2], Luc Van Gool[2][4]-1.2exEN 10 pages
Query-adaptive video summarization is posed as a video frame subset selection problem to optimize for summaries that are diverse, representative, and relevant
Preview of The Evolution of Artificial Intelligence in Document Summarization
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The Evolution of Artificial Intelligence in Document Summarization (TheVoice_2022_05.pdf)

563 KBMicheleBashamPT 9 pages
A descrição de um sistema de gestão de documentos é uma ferramenta que ajuda a organizar e gerenciar arquivos digitais. Ela permite a criação, edição e compartilhamento de documentos de forma eficiente e segura.
Preview of Disordered Text and Data with No Clear Structure for Document Summarization
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Disordered Text and Data with No Clear Structure for Document Summarization (wniosek-o-przedluzenie-wizy-krajowej.pdf)

296 KBPT 5 pages
Texto aleatório e incompreensível, contendo símbolos, números e exclamações sem padrão aparente. Parece uma sequência de caracteres gerada aleatoriamente.
Preview of Ethical Writing and Source Use
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Ethical Writing and Source Use (workshop_ethical_writing_and_source_use_reformatted.pdf)

1.13 MBEN 12 pages
The Ethical Writing and Source Use Workshop aims to teach students the importance of ethical attribution, accurate summarization, and responsible source use in
Preview of Paper
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Paper (sacrerouge.pdf)

118 KBEN 9 pages
SacreROUGE is an open-source library for using and developing summarization evaluation metrics, providing a common interface for various metrics, functionality
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pdf (2020.emnlp-main.647.pdf)

480 KBThomas Scialom ; Paul-Alexis Dray ; Sylvain Lamprier ; Benjamin Piwowarski ; Jacopo StaianoEN 17 pages
The authors introduce MLSUM, a large-scale multilingual summarization dataset containing 1
Preview of local PDF
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local PDF (2022-krubinski-p855407396883936811.pdf)

256 KBEN 11 pages
Researchers explored using COMET, a neural-based evaluation metric for machine translation, to evaluate text summarization systems, and introduced COMES, a
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Paper PDF (He_Align_and_Attend_Multimodal_Summarization_With_Dual_Contrastive_Losses_CVPR_2023_paper.pdf)

1.17 MBBo He; Jun Wang; Jielin Qiu; Trung Bui; Abhinav Shrivastava; Zhaowen WangEN 12 pages
The goal of multimodal summarization is to extract important information from different modalities to form summaries, leveraging cross-modal information to
Preview of Intra-Speaker Topic Modeling
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Intra-Speaker Topic Modeling (N12-1041.pdf)

242 KBYun-Nung Chen ; Florian MetzeEN 5 pages
This paper proposes an improved approach to extractive summarization of spoken multi-party interaction, using integrated random walk on a graph constructed on
Preview of Fine-Tuning Models
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Fine-Tuning Models (1909.08593.pdf)

944 KBDaniel M. Ziegler* , Nisan Stiennon* , Jeffrey Wu , Tom B. Brown , Alec Radford , Dario Amodei , PauEN 26 pages
Researchers fine-tuned language models using reinforcement learning from human preferences, achieving good results on stylistic continuation and summarization
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AI Research Papers (Iamdp0hwuP2gdxJ91mW19IyhM5M.pdf)

669 KBEN 5 pages
The article discusses three recent AI research papers, including one on text summarization using a pointer-generator network, which can summarize text into 1-2
Preview of ELITR Project
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ELITR Project (2020.eamt-1.53.pdf)

72 KBEN 2 pages
ELITR project aims to create a speech translation system for simultaneous subtitling of conferences and online meetings in up to 43 languages, with objectives...
Preview of Year 3 English Focus: Uniting Language Elements for Confident Writers and Readers
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Year 3 English Focus: Uniting Language Elements for Confident Writers and Readers (year-3-skills-and-knowledge-english.pdf)

192 KBEmel AliEN 5 pages
Students engage with various text types to improve their retrieval and summarization abilities
Preview of BIRNDL Report
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BIRNDL Report (2016_SIGIRForum_CCFJKMW.pdf)

178 KBEN 8 pages
The BIRNDL 2016 workshop focused on applying bibliometrics, information retrieval, and natural language processing to digital libraries, aiming to improve...
Preview of http://www.meanotek.io/files/natgen.pdf
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http://www.meanotek.io/files/natgen.pdf (natgen.pdf)

793 KBTarasov D. S.EN 8 pages
The model is trained on a large dataset of consumer reviews in Russian and can generate novel sentences and document summaries.
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Slides (EACL2021__Rethinking_Coherence__Synthetic_vs__Downstream_Tasks_5.pdf)

2.28 MBTasnim Mohiuddin*, Prathyusha Jwalapuram*, Xiang Lin* and Shafiq Joty*EN 32 pages
Researchers propose rethinking coherence modeling by focusing on downstream tasks, as current models are often evaluated on synthetic discrimination tasks and...
Preview of Sparse ML Methods
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Sparse ML Methods (44-conference-cidu2011-dashlink.pdf)

5.26 MBEN 15 pages
Sparse machine learning methods can be used to understand large text corpora by providing interpretable models with low computational cost.
Preview of MC2 Task Overview
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MC2 Task Overview (invited_paper_14.pdf)

136 KBEN 6 pages
The CLEF 2017 Microblog Cultural Contextualization Content Analysis task involves classifying, filtering, language recognition, localization, entity...
Preview of Download (3MB)
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Download (3MB) (phdthesis-final-version.pdf)

3.45 MBAvinesh P.V.S.EN 173 pages
This dissertation proposes new approaches to put the human in the loop for interactive information preparation, focusing on information aggregation,...
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pdf (C10-2060.pdf)

208 KBFeng Jin ; Minlie Huang ; Xiaoyan ZhuEN 9 pages
The authors compare different learning-to-rank algorithms (SVR, RankNet, and ListNet) and selection strategies (Integer Linear Programming, Maximum Marginal...
Preview of Download
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Download (Jointly-Summarizing-Large-Scale-Web-Images-and-Videos-for-the-Storyline-Reconstruction-Paper.pdf)

4.88 MBEN 9 pages
The authors develop a fast and easily-parallelizable approach for creating high-quality video summaries and novel structural summaries of online images as...
Preview of Text Mining Techniques
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Text Mining Techniques (20141230112729939.pdf)

1.9 MBEN 17 pages
Text mining is the discovery of new, previously unknown information by automatically extracting information from written resources, differing from web search...
Preview of Song et al. (2019)
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Song et al. (2019) (1905.02450.pdf)

7.55 MBKaitao Song, Xu Tan, Tao Qin, Jianfeng Lu, Tie-Yan LiuEN 11 pages
MASS (Masked Sequence to Sequence Pre-training) is a pre-training method for language generation tasks, inspired by BERT.
Preview of electronic edition @ nist.gov (open access)
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electronic edition @ nist.gov (open access) (SOIC-RT.pdf)

261 KBEN 4 pages
Social media users receive numerous news notifications, making it difficult to extract relevant information.
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PDF (tv8intro.pdf)

180 KBEN 17 pages
TRECVID 2008 was a video analysis and retrieval evaluation with 77 teams participating in five tasks: high-level feature extraction, search, pre-production...
Preview of 00 - Sabel Handbok
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00 - Sabel Handbok (Steg-3.pdf)

9.03 MBEN 65 pages
It offers a concise overview of various knowledge areas with numerous points touched upon.
Preview of Efficient Hash Tables for Network Applications: Reducing Memory Requirements and Latency
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Efficient Hash Tables for Network Applications: Reducing Memory Requirements and Latency (zink2015eht.pdf)

1.57 MBEN 19 pages
This SpringerOpen journal article (Zink & Waldvogel, 2015) presents a methodology for efficient hash tables tailored for network applications, addressing limitations of traditional hashing techniques in real-time systems due to collision unpredictability. The authors propose a...
Preview of Construction of EPEC: A Reference Corpus for Basque Natural Language Processing
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Construction of EPEC: A Reference Corpus for Basque Natural Language Processing (CLAW2006.pdf)

310 KBRubenEN 14 pages
The construction of EPEC, a Basque language corpus, involves manual tagging at various levels (morphology, syntax) and aims to establish a reference for automatic processing through dependency structure analysis. This standard written Basque corpus is currently being enhanced...

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