SELJ Vol. 4, Issue 2
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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. -
11 October 2019 Page 1 of 15 SATURDAY 05 OCTOBER 2019 Fans Helps Explain the Current State of Politics
Radio 4 Listings for 5 – 11 October 2019 Page 1 of 15 SATURDAY 05 OCTOBER 2019 fans helps explain the current state of politics. Editor: Eleanor Garland SAT 00:00 Midnight News (m0008y9h) Penny is an academic and a serial fan - covering everything National and international news from BBC Radio 4 from David Bowie to Ed Balls. And in this energetic and witty SAT 10:30 The Kitchen Cabinet (m00092tc) talk Penny argues that many of the characteristics of fandom Series 26 elsewhere - a rich interest, a wish to protect the sanctity of the SAT 00:30 Margaret Thatcher: Herself Alone (m0008y7r) fandom, and a refusal to tolerate criticism - also mark politics Isle of Wight Episode 5 and political fans, whatever side they're on. And that understanding politics in this way may help us understand it Jay Rayner and his panel are on the Isle of Wight. Polly Russell, How did Margaret Thatcher both change and divide Britain? better. Tim Hayward, Paula McIntyre and Tim Anderson answer the How did her model of combative female leadership help shape culinary questions from the audience. the way we live now? How did the woman who won the Cold Producer: Giles Edwards War and three general elections in succession find herself This week the panellists offer ideas for blackberries, suggest a pushed out by her own MPs? foolproof way to flip an omelette and discuss cheese soufflé. SAT 06:00 News and Papers (m00092t1) Charles Moore’s full account, based on unique access to The latest news headlines. Including the weather and a look at David Redup of Grace's bakery joins the panel with Bird's Margaret Thatcher herself, her papers, and her closest the papers. -
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. -
Has TV Eaten Itself? RTS STUDENT TELEVISION AWARDS 2014 5 JUNE 1:00Pm BFI Southbank, London SE1 8XT
May 2015 Has TV eaten itself? RTS STUDENT TELEVISION AWARDS 2014 5 JUNE 1:00pm BFI Southbank, London SE1 8XT Hosted by Romesh Ranganathan. Nominated films and highlights of the awards ceremony will be broadcast by Sky www.rts.org.uk Journal of The Royal Television Society May 2015 l Volume 52/5 From the CEO The general election are 16-18 September. I am very proud I’d like to thank everyone who has dominated the to say that we have assembled a made the recent, sold-out RTS Futures national news agenda world-class line-up of speakers. evening, “I made it in… digital”, such a for much of the year. They include: Michael Lombardo, success. A full report starts on page 23. This month, the RTS President of Programming at HBO; Are you a fan of Episodes, Googlebox hosts a debate in Sharon White, CEO of Ofcom; David or W1A? Well, who isn’t? This month’s which two of televi- Abraham, CEO at Channel 4; Viacom cover story by Stefan Stern takes a sion’s most experienced anchor men President and CEO Philippe Dauman; perceptive look at how television give an insider’s view of what really Josh Sapan, President and CEO of can’t stop making TV about TV. It’s happened in the political arena. AMC Networks; and David Zaslav, a must-read. Jeremy Paxman and Alastair Stew- President and CEO of Discovery So, too, is Richard Sambrook’s TV art are in conversation with Steve Communications. Diary, which provides some incisive Hewlett at a not-to-be missed Leg- Next month sees the 20th RTS and timely analysis of the election ends’ Lunch on 19 May. -
Donald Trump V Piers Morgan Proves the Political Interview Is a Dying Art
Donald Trump v Piers Morgan proves the political interview is a dying art It's become about entertainment and not holding power to account Piers Morgan's much-trailed interview with Donald Trump (Image: ITV) Want to keep up to date on Welsh politics? When you subscribe we will use the information you provide to send you these newsletters. Sometimes they’ll include recommendations for other related newsletters or services we offer. OurPrivacy Noticeexplains more about how we use your data, and your rights. You can unsubscribe at any time. Thank you for subscribingWe have more newslettersShow meSee ourprivacy notice Invalid Email Piers Morgan’s much-trumpeted (and subsequently much-criticised) recent interview with Donald Trump was remarkable for a number of reasons. In the first place, it represented the first time that the President had been interviewed on British television and for that reason alone the meeting was greatly anticipated. That said, given the closeness of the relationship between Trump and Morgan, it’s true to say that no-one was seriously expecting the interview be anything other than the festival of flattery that it turned out to be. Trump was, as usual, triumphalist, vague, self-congratulatory and repetitive. He is clearly not a man enamoured with the finer details of policy, diplomacy, strategy or finesse. Morgan’s chummy approach played to his friend’s obvious skills. When the topics did veer into territory which should have been explored in greater depth, such as climate change, Morgan failed to challenge any of Trump’s more sim- plistic and dangerous assertions. -
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. -
Indirect Defensive Responses to Hostile Questions in British Broadcastnews Interviews
Dangjie Ji-Indirect Defensive Responsesto Hostile Questions In British BroadcastNews Interviews INDIRECT DEFENSIVE RESPONSES TO HOSTILE QUESTIONS IN BRITISH BROADCAST NEWS INTERVIEWS (2 Volumes) (Vol. 2) Dangjie Ji PhD University of York Centre of Communication Studies December2008 TJIo ML 2ý Dangjie Ji-Indirect Defensive Responsesto Hostile Questions In British BroadcastNews Interviews TABLE OF CONTENTS Volume 2 Cover (Vol. 2) 312 Table of Contents (Vol. 2) 313 Appendices Appendix A: Transcript Symbols in this thesis 314 Appendix B: Data Transcriptions for this thesis 320 Notes 568 Bibliography 570 313 Dangjie Ji-Indirect Defensive Responsesto Hostile Questions In British BroadcastNews Interviews APPENDICES Appendix A: Transcription rules in this thesis 1. Transcript Symbols: [ Separateleft squarebrackets, one above the other on two [ successivelines with utterancesby different speakers,indicates a point of overlap onset, whether at the start of an utterance or later. ] Separateright squarebrackets, one above the other on two ] successivelines with utterancesby different speakers indicates a point at which two overlapping utterances both end, where one ends while the other continues, or simultaneous moments in overlapswhich continue. { Thesesymbol are used to mark overlapping when more than two } persons are talking at the same time. Similar to the symbols of [ ], { marks the beginning of the overlapping, and } marks the end of overlapping. = Equal signs indicate `latching', i. e. without break or silence between utterancesbefore and after the sign. They are used in two circumstances: a) When indicating `latching' of utterancesbetween two different speakers,they come in pairs-one at the end of a line and another at the start of the next line or one shortly thereafter. -
James Harding (PDF)
Society of Editors speech – 11 November 2014 What we’re up to – and what we’re up for. Good morning, there was an item on PM a few weeks ago in which Eddie Mair asked the audience what the collective noun for spies should be. My favourite suggestion was a mince – a mince of spies. And, as I was coming here, I was wondering what the collective noun for editors might be. A bar of editors? A quarrel of editors? Then I remembered what I would have said as a reporter – and, no doubt, our newsrooms would generally agree - a surfeit of editors. Anyway, this is a roundabout way of saying that, whether you’ve got me here as a former member of the best club in the country or as a fellow traveller who’s now down on his luck and ended up in the broadcasting business, it is great to be amongst the Society of Editors and I’m extremely grateful to Bob for inviting me. Thank you. Before I get going, I know people are interested in what’s happening on the Panorama on Mazher Mahmood: This is a seriously good piece of work, extremely revealing and squarely in the public interest. But the worst of all worlds is when you get the big picture right, and trip up over a detail. So when some information we'd been asking to see for many days was sent to us by Mazher Mahmood's lawyers at seven o'clock last night, we, as a responsible broadcaster, had to consider it. -
Willamette Writers Conference Re’S So Utu Bri E F Gh H T T
The 41st Annual Willamette Writers Conference re’s So utu Bri e F gh h t T . August 6 - 8, 2010 Pre-conference Activities 5 - 9 p.m. Thursday, August 5 Sheraton Airport Hotel - Portland, Oregon CONSULTS MEALS Your registration includes breakfast, lunch, coffee service, and after- Taking FILM One-on-One Taking LITERARY One-on-One noon snacks. Please tell us if you will be joining us for these meals Pitches and Group Sessions Pitches and Group Sessions so we can order the right amount of food. Vegetarian and gluten- free options are available, but you must tell us when you register. F-1 Karen Black L-1 Marilyn Allen F-2 Steve Crawford DAILY MENUS L-2 Adrienne Avila BREAKFAST F-3 Mike Esola L-3 Jenny Bent We have a full breakfast every morning from 7:30 to 8:45. F-4 Chris Emerson L-4 Martin R. Biro It is served buffet style in the Mt. Hood Foyer. Tables are F-5 Elishia Holmes L-5 Andrea Brown available in the Mt. Hood Ballroom. The buffet may stay F-6 Josh Kesselman L-6 Kerri Buckley out longer, but the ballroom closes for seating at 8:45 in F-7 Oliver Kramer L-7 Ginger Clark order to prepare for consults. F-8 Danny Manus L-8 April Eberhardt Daily announcements are made at 8:20 in the ballroom. F-9 Marc Manus L-9 Paul Fedorko The breakfast menu is a variation on the following: F-10 Amee McNaughton L-10 Melissa Flashman eggs, fruit, yogurt, cereal, breakfast breads (sweet rolls, F-11 Matthew Milam L-11 Stephen Fraser bagels, muffins, etc.), juice and coffee service. -
Annex to the BBC Annual Report and Accounts 2016/17
Annual Report and Accounts 2016/17 Annex to the BBC Annual Report and Accounts 2016/17 Annex to the BBC Annual Report and Accounts 2016/17 Presented to Parliament by the Secretary of State for Culture, Media and Sport by command of Her Majesty © BBC Copyright 2017 The text of this document (this excludes, where present, the Royal Arms and all departmental or agency logos) may be reproduced free of charge in any format or medium provided that it is reproduced accurately and not in a misleading context. The material must be acknowledged as BBC copyright and the document title specified. Photographs are used ©BBC or used under the terms of the PACT agreement except where otherwise identified. Permission from copyright holders must be sought before any photographs are reproduced. You can download this publication from bbc.co.uk/annualreport BBC Pay Disclosures July 2017 Report from the BBC Remuneration Committee of people paid more than £150,000 of licence fee revenue in the financial year 2016/17 1 Senior Executives Since 2009, we have disclosed salaries, expenses, gifts and hospitality for all senior managers in the BBC, who have a full time equivalent salary of £150,000 or more or who sit on a major divisional board. Under the terms of our new Charter, we are now required to publish an annual report for each financial year from the Remuneration Committee with the names of all senior executives of the BBC paid more than £150,000 from licence fee revenue in a financial year. These are set out in this document in bands of £50,000. -
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. -
Policy People Dr Ann Limb CBE DL
Policy People Dr Ann Limb CBE DL in conversation with the Serco Institute March 2021 “I really think it is important for leaders to be open about their identities.” Policy People is a series of interviews with key figures across the international public service landscape, produced by the Serco Institute, a global think tank. In this volume, Ann Limb reflects on a remarkable forty-year career spanning multiple sectors. A former college principal, senior civil servant, political adviser and Local Enterprise Partnership leader, Dr Limb has since 2015 served as the first female chair of The Scout Association – one of several non-executive roles she continues to hold three decades after being appointed to her first public service leadership post. Named in 2019 as the most influential LGBTQ+ role model in the public sector, Dr Limb speaks openly about the challenges of leadership in the modern world, and the place of values and inclusion in modern public life. In wide-ranging interviews, she considers the future of the education sector, the nature of social mobility, and the challenges facing twenty-first century, post-Covid Britain. This Policy People volume promises to hold great interest for students and researchers, public and civil servants, politicians, educators, and all those with an interest in public services today. The interviewee’s answers reflect their thoughts alone, at the time of writing. The interview was conducted in Summer 2020. Policy People 2 Dr Ann Limb CBE DL Dr Ann Limb CBE DL was born and raised in Manchester, before studying French at the University of Liverpool.