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Comparative Analysis of NLP Models for Google Meet Transcript Summarization
EasyChair Preprint № 5404 Comparative Analysis of NLP models for Google Meet Transcript Summarization Yash Agrawal, Atul Thakre, Tejas Tapas, Ayush Kedia, Yash Telkhade and Vasundhara Rathod EasyChair preprints are intended for rapid dissemination of research results and are integrated with the rest of EasyChair. April 28, 2021 Comparative Analysis of NLP models for Google Meet Transcript Summarization Yash Agrawal1,a) Atul Thakre1,b) Tejas Tapas1,c) Ayush Kedia1,d) Yash Telkhade1,e) Vasundhara Rathod1,f) 1) Computer Science & Engineering, Shri Ramdeobaba College of Engineering and Management, Nagpur, India a) [email protected] , +91 7083645470 b) [email protected] , +91 8956758226 c) [email protected] , +918380073925 d) [email protected] , +91 8459811323 e) [email protected] , +91 9021067230 f) [email protected], +918055225407 Abstract. Manual transcription and summarization is a cumbersome process necessitating the development of an efficient automatic text summarization technique. In this study, a Chrome extension is used for making the process of transcription hassle- free. It uses the text summarization technique to generate concise and succinct matter. Also, the tool is accessorized using Google Translation, to convert the processed text into users' desired language. This paper illustrates, how captions can be traced from the online meetings, corresponding to which, meeting transcript is sent to the backend where it is summarized using an NLP model. It also walks through three different NLP models and presents a comparative study among them. The NLTK model utilizes the sentence ranking technique for extractive summarization. Word Embedding model uses pre-trained Glove Embeddings for extractive summarization. The T5 model performs abstractive summarization using transformer architecture. -
Geographical Connections
WorldWise resource pack Making geographical connections WorldWise Week: 20-24 June 2016 WorldWise Week 2016: Making geographical connections This pack of resources provide activities for students from primary to post-16 around the theme ‘Making Geographical Connections‘, to consider how we are all surrounded by geographically based connections as well as disconnections; whether they be via transport and travel or technology, or even due to flooding. Resources: How do we connect? (Early years and primary, pp. 3–5) These activities for early years and primary pupils explore what making connections means and how people connect with each other. Mapping connections (Cross-curricular, pp. 6–7) These activities use a range of maps to explore how the world is connected on a global and local scale and connections with oceans and seas. Connecting with the future (Cross-curricular, pp. 8–9) These activities consider ways we currently connect with others and how we are likely to connect in the future. Transport and travel connections (Cross-curricular, pp. 10–12) This resource looks at how transport and travel enables us to make connections, and suggests ways of getting out of the classroom. Wet, Wet, Wet – Flooding connections (Secondary, pp. 13–18) These activities investigate how flooding can result from a combination of connected factors. How do students with special educational needs connect with the world? (Cross-curricular, pp. 19–20) This resource focuses on connecting SEN students with the outside world, and can be adapted for both primary and secondary groups. How can you use this year’s WorldWise Week resource pack? These resources have been written for young people of all ages to appreciate the value of school geography. -
Caine Prize Annual Report 2015.Indd
THE CAINE PRIZE FOR AFRICAN WRITING Always something new from Africa Annual report 2015 2015 Shortlisted writers in Oxford, UK (from left): Masande Ntshanga, F.T. Kola, Elnathan John, Namwali Serpell and Segun Afolabi. The Caine Prize is supported by Sigrid Rausing and Eric Abraham Other partners include: The British Council, The Wyfold Charitable Trust, the Royal Over-Seas League, Commonwealth Writers (an initiative of the Commonwealth Foundation), The Morel Trust, Adam and Victoria Freudenheim, John and Judy Niepold, Arindam Bhattacharjee and other generous donors. Report on the 2015 Caine Prize and related activities 2015 Prize “Africa’s most important literary award.” International Herald Tribune This year’s Prize was won by Namwali Serpell from Zambia, for her story ‘The Sack’ published in Africa39 (Bloomsbury, London, 2014). Namwali Serpell’s first published story, ‘Muzungu’, was shortlisted for the 2010 Caine Prize for African Writing. In 2014, she was selected as one of the most promising African writers for the Africa39 Anthology, a project of the Hay Festival. Since winning the Caine Prize in July, Chatto & Windus in the UK and Hogarth in the US have bought world rights to her debut novel The Old Drift. For the first time in the history of the Caine Prize, the winner shared her prize money with the other shortlisted writers. Namwali Serpell next to the bust Chair of judges, Zoë Wicomb praised ‘The Sack’ as ‘an extraordinary story of the late Sir Michael Caine. about the aftermath of revolution with its liberatory promises shattered. It makes demands on the reader and challenges conventions of the genre. -
Integrating Deep Contextualized Word Embeddings Into Text Summarization Systems
Alma Mater Studiorum · Universita` di Bologna SCUOLA DI SCIENZE Corso di Laurea Magistrale in Informatica INTEGRATING DEEP CONTEXTUALIZED WORD EMBEDDINGS INTO TEXT SUMMARIZATION SYSTEMS Relatore: Presentata da: Prof. Fabio Tamburini Claudio Mastronardo Sessione I Anno Accademico 2018/2019 "Considerate la vostra semenza: fatti non foste a viver come bruti ma per seguir virtute e canoscenza" Dante Alighieri, Inferno XXVI, 116-120 Summary In this thesis deep learning tools will be used to tackle one of the most difficult natural language processing (NLP) problems: text summarization. Given a text, the goal is to generate a summary distilling and compressing information from the whole source text. Early approaches tried to capture the meaning of text by using rules written by human. After this symbolic rule-based era, statistical approaches for NLP have taken over rule-based ones. In the last years Deep Learning (DL) has positively impacted ev- ery NLP area, including text summarization. In this work the power of pointer-generator models [See et al., 2017] is leveraged in combination with pre-trained deep contextualized word embeddings [Peters et al., 2018]. We evaluate this approach on the two largest text summarization datasets avail- able right now: the CNN/Daily Mail dataset and the Newsroom dataset. The CNN/Daily Mail has been generated from the Q&A dataset published by DeepMind [Hermann et al., 2015], by concatenating sentences highlights leading to multi-sentence summaries. The Newsroom dataset is the first dataset explicitly built for text summarization [Grusky et al., 2018]. It is comprised of ∼1 million article-summary pairs having more or less degrees of extractiveness/abstractiveness and several compression ratios. -
Hay-Festival-Programme-2016
HayCover16_Layout 1 13/04/2016 13:18 Page 1 HAY 16 DOC_Layout 1 21/04/2016 12:03 Page 3 01497 822 629 hayfestival.org Haymakers These are the writers and thinkers and Dyma’r awduron, y meddylwyr a’r diddanwyr a fydd entertainers who thrill us this year. These are yn ein gwefreiddio ni eleni. Y rhain yw’r merched a’r the women and men who inform the debate dynion sydd yn llywio’r drafodaeth am Ewrop, sydd about Europe, who are adventuring in new yn anturio mewn technolegau newydd ac sydd yn technologies, and who are broadening our ehangu ein meddyliau; y rhain yw’r ieithgwn sydd yn minds; and here are the lovers of language dathlu William Shakespeare, yr awdur mwyaf erioed – who cheer the celebrations of William a’r dramodydd a ddeallodd fwyaf am y galon ddynol. Shakespeare, the greatest writer who ever lived – Rydym yn dod at ein gilydd yn y dref hudolus hon, the playwright who understood most about the yn y mynyddoedd ysblennydd a hardd hyn, i ddathlu human heart. syniadau newydd a straeon ysbrydoledig; i siarad ac We are coming together in this magical town, in i gerdded, i rannu cacennau a chwrw, breuddwydion these spectacular and beautiful mountains, to a gobeithion; i gwrdd â hen ffrindiau ac i wneud celebrate new ideas and inspiring stories; to talk ffrindiau newydd. Croeso i’r Gelli Gandryll, croeso and walk, to share cakes and ale and dreams and i’r Wˆyl. Diolch i chi am ymuno â ni. hopes; to meet old friends and to make new ones. -
In Another Time and Place: the Handmaiden As an Adaptation
In another time and place: The Handmaiden as an adaptation SHIN, Chi Yun <http://orcid.org/0000-0002-0629-6928> Available from Sheffield Hallam University Research Archive (SHURA) at: http://shura.shu.ac.uk/22714/ This document is the author deposited version. You are advised to consult the publisher's version if you wish to cite from it. Published version SHIN, Chi Yun (2018). In another time and place: The Handmaiden as an adaptation. Journal of Japanese and Korean Cinema. Copyright and re-use policy See http://shura.shu.ac.uk/information.html Sheffield Hallam University Research Archive http://shura.shu.ac.uk Journal of Japanese and Korean Cinema ISSN: 1756-4905 (Print) 1756-4913 (Online) Journal homepage: http://www.tandfonline.com/loi/rjkc20 In another time and place: The Handmaiden as an adaptation Chi-Yun Shin To cite this article: Chi-Yun Shin (2018): In another time and place: TheHandmaiden as an adaptation, Journal of Japanese and Korean Cinema, DOI: 10.1080/17564905.2018.1520781 To link to this article: https://doi.org/10.1080/17564905.2018.1520781 © 2018 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group Published online: 19 Sep 2018. Submit your article to this journal Article views: 64 View Crossmark data Full Terms & Conditions of access and use can be found at http://www.tandfonline.com/action/journalInformation?journalCode=rjkc20 JOURNAL OF JAPANESE AND KOREAN CINEMA https://doi.org/10.1080/17564905.2018.1520781 In another time and place: The Handmaiden as an adaptation Chi-Yun Shin Department of Humanities, Sheffield Hallam University, Sheffield, United Kingdom ABSTRACT KEYWORDS This article considers the South Korean auteur director Park Chan- The Handmaiden; wook’s latest film The Handmaiden, which is the film adaptation of transnational adaptation; British writer Sarah Waters’s third novel Fingersmith. -
Rannual Report 2016
T T ANNUAL REPORT RR2016 SS PATRONS PRINCIPAL PATRONS BBC Channel 4 Sky ITV INTERNATIONAL PATRONS A+E Networks The Walt Disney Company Discovery Networks Turner Broadcasting System Inc Liberty Global Viacom International Media Networks NBCUniversal International YouTube MAJOR PATRONS Accenture IMG Studios Amazon Video ITN Audio Network KPMG Boston Consulting Group McKinsey and Co BT OC&C Channel 5 Pinewood Studios Deloitte S4C EndemolShine Sargent-Disc Enders Analysis Sony FremantleMedia STV Group FTI Consulting TalkTalk Fujitsu UKTV Huawei Virgin Media IBM YouView RTS PATRONS Alvarez & Marsal LLP PricewaterhouseCoopers Autocue Quantel Blackmagic Design Raidió Teilifís Éireann Digital Television Group UTV Television Kantar Media Vinten Broadcast Lumina Search 2 CONTENTS Foreword by RTS Chair and CEO 4 Board of Trustees report to members 6 I Achievements and performance 6 1 Education and skills 8 2 Engaging with the public 16 3 Promoting thought leadership 26 4 Awards and recognition 32 5 The nations and regions 36 6 Membership and volunteers 40 7 Financial support 42 8 Summary of national events 44 9 Centre reports 46 II Governance and finance 54 1 Structure, governance and management 54 2 Objectives and activities 55 3 Financial review 55 4 Plans for future periods 56 5 Administrative details 56 Independent auditors’ report 59 Financial statements 60 Notes to the financial statements 64 Notice of AGM 2017 75 Agenda for AGM 2017 75 Form of proxy 76 Minutes of AGM 2016 77 Who’s who at the RTS 80 Picture credits 82 3 FOREWORD his was a busy and vibrant year of RTS All-Party Parliamentary Group, chaired by Damian expansion for the RTS, with a signif- Collins MP. -
Radio 4 Listings for 2 – 8 January 2021 Page 1 of 16
Radio 4 Listings for 2 – 8 January 2021 Page 1 of 16 SATURDAY 02 JANUARY 2021 inspired by the teacher’s claims, they gave up friends, family SAT 07:00 Today (m000qxc6) and lucrative jobs - and it had all been worth it! They saw the Including Sports Desk, Weather and Thought for the Day. SAT 00:00 Midnight News (m000qnkq) sick healed, the hungry fed and the dead raised to life. But just The latest news and weather forecast from BBC Radio 4. when everything was going so well, Jesus was brutally murdered on trumped-up charges. When life throws you a curve ball, you SAT 09:00 Saturday Live (m000qxc8) begin to imagine them appearing from all directions. The Extraordinary stories, unusual people and a sideways look at the SAT 00:15 In Their Element (m000cn05) disciples did what we might be tempted to do too: stay at home world. Series 4 with your fears and lock the door. Strontium There are not enough bolts in the world that can stop God from SAT 10:30 The Kitchen Cabinet (m000qxcb) entering a room. Jesus had made his way past death, Series 30 Strontium is the 15th most common element in the earth yet we gravestones, and armed guards to get to his beleaguered really only come into contact with it in fireworks. It gives us the disciples, greeting them finally with one word: “Shalom” - Home Economics: Episode 21 deep red colour we admire in a pyrotechnics display. Andrea peace. This peace quelled their anxieties and soon the bunch of Sella, Professor of Inorganic Chemistry at UCL, meets Mike scared young people had turned into fearless world-changers. -
CURRICULUM VITAE: Diarmaid Ninian John Macculloch
CURRICULUM VITAE: Diarmaid Ninian John MacCulloch Born 31 October 1951, Kent, England; son of Rev. Nigel J.H. MacCulloch T.D., F.S.A. (Scot.) and Mrs. Jennie MacCulloch (née Chappell) Schooling Stowmarket Grammar School, 1962-9 Hillcroft Preparatory School, Stowmarket, Suffolk, 1956-62 University degrees D.D. honoris causa, Virginia Theological Seminary, 2011 D.Litt. honoris causa, University of East Anglia, 2003 D.D., Oxford University, 2001 Postgraduate Diploma in Theology, Oxford University, 1987, following studies at Ripon College, Cuddesdon Ph.D., Cambridge University, 1977 (under direction of Professor Sir Geoffrey Elton) Diploma in Archive Administration (with Distinction), University of Liverpool, 1973 Undergraduate, Churchill College, Cambridge, 1969-72 (1st class Honours, Historical Tripos: M.A.) Appointments held Historical Project Director, Bishop Auckland Castle Christian Heritage Centre, 2011- date Professor of the History of the Church, University of Oxford, 1997-date Fellow of St. Cross College, Oxford, 1995-date; Senior Tutor, 1996-99 Lecturer, Faculty of Theology, University of Oxford, 1995-date; Curator of the Theology Faculty Building 1996-2005 Wingate Scholar, 1993-95 Research Fellow, Leverhulme Trust, 1990-91 Associate Scholar, University of East Anglia, 1984-87 Part-time Lecturer, Department of Theology and Religious Studies, University of Bristol, 1978-95 Tutor in History, Librarian and Archivist, Wesley College, Bristol, 1978-90 Approved Lecturer in the Faculty of History, Cambridge University, 1977-78 Junior -
Automatic Text Summarization of Article (NEWS) Using Lexical Chains and Wordnet
International Journal of Advanced Science and Technology Vol. 29, No.4, (2020), pp. 3242 – 3258 Automatic Text Summarization of Article (NEWS) Using Lexical Chains and WordNet Mr.K.JanakiRaman1and Mrs.K.Meenakshi2 PG Student1, Assistant Professor (OG)2 Department of Information Technology1,2 SRM Institute of Science and Technology,Chengalpattu1,2 [email protected],[email protected] Abstract Selection of important information or extracting the same from the original text of large size and present that data in the form of a smaller summaries for easy reading is called as Text Summarization. This process of rephrasing is where we get the shorter version of a text document. As such the Summarizer gives the summary of the News. With the help of few algorithms (like Position of the sentence / phrases, Similarity between the sentences in the main body and the title, Semantics, etc) we can create a Summarizer. Text Summarization has now become the need for numerous applications, for instance, market review for analysts, search engine for phones or PCs, business analysis for those who does business. Outline picks up the necessary data in less time. There are two significant methodologies for a synopsis (Extractive and Abstractive outline) which are talked about in detail later. The procedure conveyed for outline ranges from structured to linguistic. In this paper, we propose a system where we centre around the issue to distinguish the most significant piece of the record and produce an intelligent synopsis for them. In our method, we don't require total semantic interpretation for the substance present, rather, we just make a synopsis utilizing a model of point development in the substance shaped from lexical chains. -
World Service Listings for 8 – 14 May 2021 Page 1 of 16
World Service Listings for 8 – 14 May 2021 Page 1 of 16 SATURDAY 08 MAY 2021 A short walk in the Russian woods Producer: Ant Adeane Another chance to hear Oleg Boldyrev of BBC Russian SAT 01:00 BBC News (w172xzjhw8w2cdg) enjoying last year's Spring lockdown in the company of fallen The latest five minute news bulletin from BBC World Service. trees, fungi, and beaver dams. SAT 05:50 More or Less (w3ct2djx) Finding Mexico City’s real death toll Image: 'Open Jirga' presenter Shazia Haya with all female SAT 01:06 Business Matters (w172xvq9r0rzqq5) audience in Kandahar Mexico City’s official Covid 19 death toll did not seem to President Biden insists US is 'on the right track' despite lower Credit: BBC Media Action reflect the full extent of the crisis that hit the country in the job numbers spring of 2020 - this is according to Laurianne Despeghel and Mario Romero. These two ordinary citizens used publicly The US economy added 266,000 jobs in April, far fewer than SAT 03:50 Witness History (w3ct1wyg) available data to show that excess deaths during the crisis - economists had predicted. President Biden has said his Surviving Guantanamo that’s the total number of extra deaths compared to previous economic plan is working despite the disappointing numbers. years - was four times higher than the confirmed Covid 19 We get analysis from Diane Swonk, chief economist at After 9/11 the USA began a programme of 'extraordinary deaths. accountancy firm Grant Thornton in Chicago. rendition', moving prisoners between countries without legal Also in the programme, Kai Ryssdal from our US partners representation. -
World Service Listings for 2 – 8 January 2021 Page 1 of 15 SATURDAY 02 JANUARY 2021 Arabic’S Ahmed Rouaba, Who’S from Algeria, Explains Why This with Their Heritage
World Service Listings for 2 – 8 January 2021 Page 1 of 15 SATURDAY 02 JANUARY 2021 Arabic’s Ahmed Rouaba, who’s from Algeria, explains why this with their heritage. cannon still means so much today. SAT 00:00 BBC News (w172x5p7cqg64l4) To comment on these stories and others we are joined on the The latest five minute news bulletin from BBC World Service. Remedies for the morning after programme by Emma Bullimore, a British journalist and Before coronavirus concerns in many countries, this was the broadcaster specialising in the arts, television and entertainment time of year for parties. But what’s the advice for the morning and Justin Quirk, a British writer, journalist and culture critic. SAT 00:06 BBC Correspondents' Look Ahead (w3ct1cyx) after, if you partied a little too hard? We consult Oleg Boldyrev BBC correspondents' look ahead of BBC Russian, Suping of BBC Chinese, Brazilian Fernando (Photo : Indian health workers prepare for mass vaccination Duarte and Sharon Machira of BBC Nairobi for their local drive; Credit: EPA/RAJAT GUPTA) There were times in 2020 when the world felt like an out of hangover cures. control carousel and we could all have been forgiven for just wanting to get off and to wait for normality to return. Image: Congolese house at the shoreline of Congo river SAT 07:00 BBC News (w172x5p7cqg6zt1) Credit: guenterguni/Getty Images The latest five minute news bulletin from BBC World Service. But will 2021 be any less dramatic? Joe Biden will be inaugurated in January but will Donald Trump have left the White House