PoWER-BERT: Accelerating BERT Inference via Progressive Word-vector Elimination

Autor: Goyal, Saurabh, Choudhury, Anamitra R., Raje, Saurabh M., Chakaravarthy, Venkatesan T., Sabharwal, Yogish, Verma, Ashish

We develop a novel method, called PoWER-BERT, for improving the inference time of the popular BERT model, while maintaining the accuracy. It works by: a) exploiting redundancy pertaining to word-vectors (intermediate encoder outputs) and eliminating

Externí odkaz: http://arxiv.org/abs/2001.08950

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Risk Prediction for Acute Kidney Injury in Acute Medical Admissions in the UK

Autor: Blackburn, Anna, Gunda, Smita, Lopez, Berenice, Edwards, James, Spittle, Nick, Preston, Rob, Baines, Richard, Little, Jane, Falayajo, Akin, Mahmoud, Huda, Selby, Nicholas M., Shaw, Sue, Trowbridge, Stephen, Coutinho, Andrew, Samarasinghe, Yohan, Farmer, Chris, Beeson, Claire, John, Ian, Gisby, Sharon, Forni, Lui, Dachsel, Martin, Fallouh, Bassam, Ward, Emily, Sood, Bhrigu, Ostermann, Marlies, Mohanty, Manab, Robert, Stephanie, MacLaughlin, Helen, Banerjee, Anita, Wright, Kelly, Tomlinson, Laurie, Wolff, Jacob de, Laing, Chris, Prowle, John, DeFreitas, Sarah, Balasubramaniam, Gowrie, McGuinness, Daniel, Murray, John, Kanagasundaram, Suren, Harron, Camille, Magee, Brian, Harty, John, Maxwell, Peter, Morgan, Neal, Leaonard, Niall, McCarroll, Frank, Kuan, Ying, Chakarborty, Tapas, Ahmed, Aimun, Ponnusamy, Arvind, Brown, Becky, Ahmed, Shahed, Henney, Bob, Hammersley, Shirley, Obale, Begho, Nipah, Rob, Al-Sayed, Tam, Varia, Ragit, Skinner, Christopher, Young, Innes, Clark, Laura, Bassiouni, Ibrahim, Finlay, Sian, Moonie, Alasdair, Douglas, Alistair, Bell, Samira, Duthie, Fiona, Thetford, David, White, Beth, McQuarrie, Emily, McCallum, Linsay, Campbell, Iona, Millar, James, McCormick, Jenna L., Allen, Ruridh, Jamdar, Ravi, Murray, Eleanor, Hand, Malcolm, Harmouche, Ali, Fattah, Hasan, Farquhar, Fiona, Condy-Young, Helen, Morrison, Jennifer, Power, Bert, Udayaraj, Uday, Murray, Paul, Mulgrew, Chris, Boddana, Preetham, Prescott, Craig, Uniake, Mark, Bonfield, Becky, Edwards, Helena, Armstrong, Kirsty, Whitehead, Duncan, Miller, Alice, Waters, Helen, Carr, Steve, Dickenson, Steve, Subbe, Chris, Phillips, Aled, Thomas, David, Lewis, Aled, Chess, James, Price, David, Mizen, Paul, Ramasamy, Vijaya, Thomas, Mark, Hewins, Pete, Carmichael, Paul, Chand, Rob, Ramaswamy, Diwaker, Thompson, Chris, Morgan, James, Lobaz, Steven, Oh, Weng, Stoves, John, Ali, Asifa, Ali, Mansoor, Awais, Muhammed, Naudeer, Sarah, Lewington, Andy, McDonald, Suzanne, Naeem, Haroon, Than, Nilar

Background Acute Kidney Injury (AKI) is associated with adverse outcomes; identifying patients who are at risk of developing AKI in hospital may lead to targeted prevention. This approach is advocated in national guidelines but is not well studied in

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::5185194b1360aa236cf1d1109abbcd74

ACT-FRCNN: Progress Towards Transformer-Based Object Detection.

Autor: Zulfqar, Sukana¹ (AUTHOR) sukanazulfqar5517@gmail.com, Elgamal, Zenab² (AUTHOR) zenab.elgamal@skylineuniversity.ac.ae, Zia, Muhammad Azam¹ (AUTHOR) mazamzia@uaf.edu.pk, Razzaq, Abdul³ (AUTHOR) abdul.razzaq@mnsuam.edu.pk, Ullah, Sami⁴ (AUTHOR) samiullah@gcuf.edu.pk, Dawood, Hussain² (AUTHOR)

Publikováno v: Algorithms. Nov2024, Vol. 17 Issue 11, p475. 15p.

Efficient Neural Ranking Using Forward Indexes and Lightweight Encoders.

Autor: Leonhardt, Jurek, Müller, Henrik, Rudra, Koustav, Khosla, Megha, Anand, Abhijit, Anand, Avishek

Publikováno v: ACM Transactions on Information Systems; Sep2024, Vol. 42 Issue 5, p1-34, 34p