{"id":28363,"date":"2022-12-21T09:45:15","date_gmt":"2022-12-21T14:45:15","guid":{"rendered":"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/"},"modified":"2024-12-09T13:26:16","modified_gmt":"2024-12-09T18:26:16","slug":"introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023","status":"publish","type":"post","link":"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/","title":{"rendered":"Introducing the Fifth Cohort of Bloomberg Data Science Ph.D. Fellows (2022-2023)"},"content":{"rendered":"<div class='bbg-row bbg-bg--white  bbg-row--margin-bottom-none' data-anchor='row-69ff75e58d094'>\n  \n\t\n\t\n\t<div class=\"bbg-row--content\">\n\t\t\n\t\t\t<div class='bbg-column bbg-column--width-8'>\n\t<div class='bb-wysiwyg'>\n    \n    <p>Bloomberg is pleased to announce this year\u2019s new crop of four early-career researchers who have received the <a href=\"https:\/\/www.techatbloomberg.com\/bloomberg-data-science-ph-d-fellowship\/\" target=\"_blank\" rel=\"noopener noreferrer\">Bloomberg Data Science Ph.D. Fellowship<\/a> for 2022-2023.<\/p>\n<p>Now in its fifth year, the Fellowship is part of the company\u2019s larger efforts to engage the academic research community. The program awards financial aid and professional support to Fellows as they research their interests and gain real-world professional experience over the course of the academic year.<\/p>\n<p>Each of these four highly motivated students is engaged in research relating to ongoing areas of interest at Bloomberg. In addition to providing mentorship and professional development for the next generation of data science talent, the Fellowship has helped build relationships between Bloomberg and academic researchers at a variety of institutions around the globe.<\/p>\n<p>The goal of the Fellowship is to provide support and encouragement for a successful Ph.D. candidate, resulting in groundbreaking publications in both academic journals and conference proceedings, application development, open source contributions, and other forms of research dissemination. Participants were selected by a committee of Bloomberg data scientists from across the organization. They will also be supported through mentorship, career counseling, and research internships.<\/p>\n\n<\/div>\n\n\n<\/div>\n<div class='bbg-column bbg-column--width-1'>\n\t\n<\/div>\n<div class='bbg-column bbg-column--width-3'>\n\t<div class='bb-wysiwyg'>\n    \n    <h2 style=\"text-align: left;\"><strong>Read about our past Data Science Ph.D. Fellowship awardees:<\/strong><\/h2>\n\n<\/div>\n<div class=\"bbg-arrow-cta-box bbg-arrow-cta-box--single-column\" style=\"--cta-count: 6;\"><div class=\"bbg-cta bbg-cta--color-default bbg-cta--align-center bbg-cta--type-arrow\"><a class=\"bbg-cta__arrow\" href=\"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-seventh-cohort-of-bloomberg-data-science-ph-d-fellows-2024-2025\/\" id=\"bbg-button-69ff75e58e7be\" data-element=\"cta-arrow\" data-description=\"&lt;span class=&#039;bbg-cta__arrow__header&#039;&gt;2024-2025&lt;\/span&gt;\" target=\"_blank\" rel=\"noopener external\"><span>2024-2025<\/span><\/a><\/div><div class=\"bbg-cta bbg-cta--color-default bbg-cta--align-center bbg-cta--type-arrow\"><a class=\"bbg-cta__arrow\" href=\"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-sixth-cohort-of-bloomberg-data-science-ph-d-fellows-2023-2024\/\" id=\"bbg-button-69ff75e58e968\" data-element=\"cta-arrow\" data-description=\"&lt;span class=&#039;bbg-cta__arrow__header&#039;&gt;2023-2024&lt;\/span&gt;\" target=\"_blank\" rel=\"noopener external\"><span>2023-2024<\/span><\/a><\/div><div class=\"bbg-cta bbg-cta--color-default bbg-cta--align-center bbg-cta--type-arrow\"><a class=\"bbg-cta__arrow\" href=\"https:\/\/www.techatbloomberg.com\/blog\/announcing-bloomberg-data-science-ph-d-fellowship-winners-2021-2022\/\" id=\"bbg-button-69ff75e58e9f1\" data-element=\"cta-arrow\" data-description=\"&lt;span class=&#039;bbg-cta__arrow__header&#039;&gt;2021-2022&lt;\/span&gt;\" target=\"_blank\" rel=\"noopener external\"><span>2021-2022<\/span><\/a><\/div><div class=\"bbg-cta bbg-cta--color-default bbg-cta--align-center bbg-cta--type-arrow\"><a class=\"bbg-cta__arrow\" href=\"https:\/\/www.techatbloomberg.com\/blog\/announcing-the-bloomberg-data-science-ph-d-fellowship-winners-for-2020-2021\/\" id=\"bbg-button-69ff75e58ea52\" data-element=\"cta-arrow\" data-description=\"&lt;span class=&#039;bbg-cta__arrow__header&#039;&gt;2020-2021&lt;\/span&gt;\" target=\"_blank\" rel=\"noopener external\"><span>2020-2021<\/span><\/a><\/div><div class=\"bbg-cta bbg-cta--color-default bbg-cta--align-center bbg-cta--type-arrow\"><a class=\"bbg-cta__arrow\" href=\"https:\/\/www.techatbloomberg.com\/blog\/announcing-bloomberg-data-science-ph-d-fellowship-winners-2019-2020\/\" id=\"bbg-button-69ff75e58eab8\" data-element=\"cta-arrow\" data-description=\"&lt;span class=&#039;bbg-cta__arrow__header&#039;&gt;2019-2020&lt;\/span&gt;\" target=\"_blank\" rel=\"noopener external\"><span>2019-2020<\/span><\/a><\/div><div class=\"bbg-cta bbg-cta--color-default bbg-cta--align-center bbg-cta--type-arrow\"><a class=\"bbg-cta__arrow\" href=\"https:\/\/www.techatbloomberg.com\/blog\/announcing-bloomberg-data-science-ph-d-fellowship-winners-2018-2019\/\" id=\"bbg-button-69ff75e58eb2a\" data-element=\"cta-arrow\" data-description=\"&lt;span class=&#039;bbg-cta__arrow__header&#039;&gt;2018-2019&lt;\/span&gt;\" target=\"_blank\" rel=\"noopener external\"><span>2018-2019<\/span><\/a><\/div><\/div>\n\n<\/div>\n\n\t\t\n\t<\/div>\n<\/div>\n<div class='bbg-row bbg-bg--grey  bbg-row--margin-bottom-none' data-anchor='row-69ff75e58fc34'>\n  \n\t\n\t\n\t<div class=\"bbg-row--content\">\n\t\t\n\t\t\t<div class='bbg-column bbg-column--width-8'>\n\t<div class='bb-wysiwyg'>\n    \n    <h2 style=\"text-align: left;\">Data Science Ph.D. fellows for 2022-2023<\/h2>\n\n<\/div>\n\n\n<\/div>\n\n\n\t\t\n\t<\/div>\n<\/div>\n<div class='bbg-row bbg-bg--grey  bbg-row--margin-bottom-none' data-anchor='row-69ff75e5915c7'>\n  \n\t\n\t\n\t<div class=\"bbg-row--content\">\n\t\t\n\t\t\t<div class='bbg-column bbg-column--width-3 bbg-column--m-width-3 bbg-column--s-width-2'>\n\t<figure class=\"image-figure image-figure--has-small-image\" data-animation=\"\">\n    <img loading=\"lazy\" decoding=\"async\" width=\"320\" height=\"320\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Suchin-Gururangan.jpg\" class=\"attachment-full size-full image-figure__image image-figure__image--primary\" alt=\"Suchin Gururangan of the University of Washington\u2019s Paul G. Allen School of Computer Science &amp; Engineering is a Bloomberg Data Science Ph.D. Fellow.\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Suchin-Gururangan.jpg 320w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Suchin-Gururangan.jpg 300w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Suchin-Gururangan.jpg 150w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Suchin-Gururangan.jpg 190w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"320\" height=\"320\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Suchin-Gururangan.jpg\" class=\"attachment-full size-full image-figure__image image-figure__image--small\" alt=\"Suchin Gururangan of the University of Washington\u2019s Paul G. Allen School of Computer Science &amp; Engineering is a Bloomberg Data Science Ph.D. Fellow.\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Suchin-Gururangan.jpg 320w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Suchin-Gururangan.jpg 300w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Suchin-Gururangan.jpg 150w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Suchin-Gururangan.jpg 190w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/>\n    <figcaption class='image-figure__caption'>Suchin Gururangan is a Bloomberg Data Science Ph.D. Fellow.<\/figcaption>\n<\/figure>\n\n\n<\/div>\n<div class='bbg-column bbg-column--width-8'>\n\t<div class='bb-wysiwyg'>\n    \n    <h3>Suchin Gururangan<\/h3>\n<p><em>University of Washington\u2019s Paul G. Allen School of Computer Science &amp; Engineering<\/em><\/p>\n\n<\/div>\n<div class='bb-wysiwyg'>\n    \n    <p>Large language models are AI tools that read text and use it to generate new, similar text. They must be trained on enormous amounts of data, so they are expensive and centralized technologies. <a href=\"https:\/\/suchin.io\" target=\"_blank\" rel=\"noopener noreferrer\">Suchin Gururangan<\/a>, a third-year Ph.D. candidate in computer science, wants to change this by designing language models that are more efficient.<\/p>\n<p>\u201cThe data available at Bloomberg presents a unique opportunity to explore the real-world benefits of my research,\u201d says Gururangan. \u201cI\u2019m excited to engage with language domains like news and finance that are highly dynamic and constantly updating.\u201d<\/p>\n<p>Gururangan hopes to use the Fellowship experience to study the real-world potential of rapidly customizable language models with evolving domains of text, while also exploring ways to improve privacy guarantees of language models that are trained on financial documents.<\/p>\n\n<\/div>\n\n<\/div>\n\n\t\t\n\t<\/div>\n<\/div>\n<div class='bbg-row bbg-bg--grey  bbg-row--margin-bottom-none' data-anchor='row-69ff75e59831b'>\n  \n\t\n\t\n\t<div class=\"bbg-row--content\">\n\t\t\n\t\t\t<div class='bbg-column bbg-column--width-3 bbg-column--m-width-3 bbg-column--s-width-2'>\n\t<figure class=\"image-figure image-figure--has-small-image\" data-animation=\"\">\n    <img loading=\"lazy\" decoding=\"async\" width=\"2276\" height=\"2504\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg\" class=\"attachment-full size-full image-figure__image image-figure__image--primary\" alt=\"Mengzhou Xia of Princeton University\u2019s Department of Computer Science is a Bloomberg Data Science Ph.D. Fellow.\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 2276w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 273w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 931w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 1396w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 1862w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 173w\" sizes=\"(max-width: 2276px) 100vw, 2276px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"2276\" height=\"2504\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg\" class=\"attachment-full size-full image-figure__image image-figure__image--small\" alt=\"Mengzhou Xia of Princeton University\u2019s Department of Computer Science is a Bloomberg Data Science Ph.D. Fellow.\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 2276w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 273w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 931w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 1396w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 1862w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Mengzhou-Xia.jpeg 173w\" sizes=\"(max-width: 2276px) 100vw, 2276px\" \/>\n    <figcaption class='image-figure__caption'>Mengzhou Xia is a Bloomberg Data Science Ph.D. Fellow.<\/figcaption>\n<\/figure>\n\n\n<\/div>\n<div class='bbg-column bbg-column--width-8'>\n\t<div class='bb-wysiwyg'>\n    \n    <h3>Mengzhou Xia<\/h3>\n<p><em>Princeton University\u2019s Department of Computer Science<\/em><\/p>\n\n<\/div>\n<div class='bb-wysiwyg'>\n    \n    <p>A member of the <a href=\"https:\/\/princeton-nlp.github.io\/\" target=\"_blank\" rel=\"noopener noreferrer\">Princeton Natural Language Processing (NLP) group<\/a>, <a href=\"https:\/\/xiamengzhou.github.io\/\" target=\"_blank\" rel=\"noopener noreferrer\">Mengzhou Xia<\/a>\u2019s research interests lie are specifically focused on building efficient, affordable language models to enable generalizable uses for various downstream applications, such as sentiment analysis, paraphrase detection, summarization, and question answering.<\/p>\n<p>\u201cI applied for the Fellowship to get a chance to get to know more Ph.D. students in different fields and see how NLP technology is applied in production in industry,&#8221; she says.<\/p>\n<p>Xia hopes to collaborate with Bloomberg researchers to explore topics they find mutually interesting and apply their research outcomes to real-world production.<\/p>\n\n<\/div>\n\n<\/div>\n\n\t\t\n\t<\/div>\n<\/div>\n<div class='bbg-row bbg-bg--grey  bbg-row--margin-bottom-none' data-anchor='row-69ff75e59db2d'>\n  \n\t\n\t\n\t<div class=\"bbg-row--content\">\n\t\t\n\t\t\t<div class='bbg-column bbg-column--width-3 bbg-column--m-width-3 bbg-column--s-width-2'>\n\t<figure class=\"image-figure image-figure--has-small-image\" data-animation=\"\">\n    <img loading=\"lazy\" decoding=\"async\" width=\"4032\" height=\"3024\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg\" class=\"attachment-full size-full image-figure__image image-figure__image--primary\" alt=\"Shauli Ravfogel of Bar-Ilan University is a Bloomberg Data Science Ph.D. Fellow.\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 4032w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 300w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 1024w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 1536w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 2048w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 253w\" sizes=\"(max-width: 4032px) 100vw, 4032px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"4032\" height=\"3024\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg\" class=\"attachment-full size-full image-figure__image image-figure__image--small\" alt=\"Shauli Ravfogel of Bar-Ilan University is a Bloomberg Data Science Ph.D. Fellow.\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 4032w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 300w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 1024w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 1536w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 2048w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Shauli-Ravfogel.jpg 253w\" sizes=\"(max-width: 4032px) 100vw, 4032px\" \/>\n    <figcaption class='image-figure__caption'>Shauli Ravfogel is a Bloomberg Data Science Ph.D. Fellow.<\/figcaption>\n<\/figure>\n\n\n<\/div>\n<div class='bbg-column bbg-column--width-8'>\n\t<div class='bb-wysiwyg'>\n    \n    <h3>Shauli Ravfogel<\/h3>\n<p><em>Bar-Ilan University<\/em><\/p>\n\n<\/div>\n<div class='bb-wysiwyg'>\n    \n    <p>Despite the impressive success and wide applicability of neural network methods (\u201cDeep learning\u201d) for NLP, the ability to control the inner representations that drive these models is limited. This lack of control can result in undesired biases and in a lack of understanding in how the model makes predictions. <a href=\"https:\/\/shauli-ravfogel.netlify.app\/\" target=\"_blank\" rel=\"noopener noreferrer\">Shauli Ravfogel<\/a>, a second year Ph.D. student in the <a href=\"https:\/\/biu-nlp.github.io\/\" target=\"_blank\" rel=\"noopener noreferrer\">Natural Language Processing Lab at Bar-Ilan University<\/a>, is developing tools that would aid end-users in guiding the behavior of models according to their individual needs.<\/p>\n<p>\u201cDuring my fellowship, I aim to explore ways to bridge the gap between the expressiveness of neural models and their opaque, black-box nature,\u201d he says. \u201cI hope to collaborate with Bloomberg\u2019s AI researchers and engineers to explore some of the real-world challenges that are the result of the inability to control the behavior of neural models, among them the lack of interpretability and explainability. With its massive NLP infrastructure, Bloomberg is a good place to learn about these difficulties, and to develop techniques to handle them.\u201d<\/p>\n\n<\/div>\n\n<\/div>\n\n\t\t\n\t<\/div>\n<\/div>\n<div class='bbg-row bbg-bg--grey  bbg-row--margin-bottom-none' data-anchor='row-69ff75e5a3695'>\n  \n\t\n\t\n\t<div class=\"bbg-row--content\">\n\t\t\n\t\t\t<div class='bbg-column bbg-column--width-3 bbg-column--m-width-3 bbg-column--s-width-2'>\n\t<figure class=\"image-figure image-figure--has-small-image\" data-animation=\"\">\n    <img loading=\"lazy\" decoding=\"async\" width=\"2714\" height=\"4026\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg\" class=\"attachment-full size-full image-figure__image image-figure__image--primary\" alt=\"Wenhao Yu of the University of Notre Dame&#039;s Department of Computer Science and Engineering is a Bloomberg Data Science Ph.D. Fellow.\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 2714w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 202w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 690w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 1035w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 1381w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 128w\" sizes=\"(max-width: 2714px) 100vw, 2714px\" \/><img loading=\"lazy\" decoding=\"async\" width=\"2714\" height=\"4026\" src=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg\" class=\"attachment-full size-full image-figure__image image-figure__image--small\" alt=\"Wenhao Yu of the University of Notre Dame&#039;s Department of Computer Science and Engineering is a Bloomberg Data Science Ph.D. Fellow.\" srcset=\"https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 2714w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 202w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 690w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 768w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 1035w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 1381w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&amp;type=webp&amp;url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/Wenhao-Yu.jpg 128w\" sizes=\"(max-width: 2714px) 100vw, 2714px\" \/>\n    <figcaption class='image-figure__caption'>Wenhao Yu is a Bloomberg Data Science Ph.D. Fellow.<\/figcaption>\n<\/figure>\n\n\n<\/div>\n<div class='bbg-column bbg-column--width-8'>\n\t<div class='bb-wysiwyg'>\n    \n    <h3>Wenhao Yu<\/h3>\n<p><em>University of Notre Dame&#8217;s Department of Computer Science and Engineering<\/em><\/p>\n\n<\/div>\n<div class='bb-wysiwyg'>\n    \n    <p><a href=\"https:\/\/wyu97.github.io\/\" target=\"_blank\" rel=\"noopener noreferrer\">Wenhao Yu<\/a>, a fourth-year Ph.D. candidate in the Department of Computer Science and Engineering, is interested in applying knowledge-enhanced learning methods for applications like question answering, commonsense reasoning, and language generation. He hopes to make a real-world impact by applying the AI techniques he\u2019s developed to industrial-scale scenarios. Supported by the Bloomberg Fellowship, Yu plans to use this valuable opportunity to interact with people from Bloomberg to continue developing an effective knowledge retrieval system and better integrate retrieved knowledge in solving real-world tasks.<\/p>\n<p>\u201cWhen answering questions like &#8220;when was Disneyland created?&#8221; we humans often first look for relevant information on the Internet, and then come to the answer by reading the retrieved information,\u201d says Yu. \u201cThe primary goal of my research is to enable machine learning models to imitate such human behaviors by retrieving and reading information, and generating natural language outputs.\u201d<\/p>\n\n<\/div>\n\n<\/div>\n\n\t\t\n\t<\/div>\n<\/div>\n<div class='bbg-row bbg-bg--white ' data-anchor='row-69ff75e5a8c15'>\n  \n\t\n\t\n\t<div class=\"bbg-row--content\">\n\t\t\n\t\t\t<div class='bbg-column bbg-column--width-8 bbg-column--offset-2'>\n\t\n<\/div>\n\n\n\t\t\n\t<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>To advance the state of the art in AI, ML, and NLP, Bloomberg invests in the careers of doctoral students and their research in information retrieval, recommender systems, question answering, time series analyses, summarization, knowledge graphs, interpreting tabular data, and language models.<\/p>\n","protected":false},"author":184,"featured_media":28381,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1466],"tags":[1498,1578,1472,1535,1485,1624,1486,1580,1536],"class_list":["post-28363","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-at-bloomberg","tag-ai","tag-artificial-intelligence","tag-data-science","tag-fellowship","tag-machine-learning","tag-ml","tag-natural-language-processing","tag-nlp","tag-phd"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.11 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Introducing the Fifth Cohort of Bloomberg Data Science Ph.D. Fellows (2022-2023) | Bloomberg LP<\/title>\n<meta name=\"description\" content=\"Bloomberg announces the four Bloomberg Data Science Ph.D. Fellowship Winners for 2022-2023, making an early investment in their careers.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Introducing the Fifth Cohort of Bloomberg Data Science Ph.D. Fellows (2022-2023) | Bloomberg LP\" \/>\n<meta property=\"og:description\" content=\"Bloomberg announces the four Bloomberg Data Science Ph.D. Fellowship Winners for 2022-2023, making an early investment in their careers.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/\" \/>\n<meta property=\"og:site_name\" content=\"Bloomberg L.P.\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/bloomberglp\/\" \/>\n<meta property=\"article:published_time\" content=\"2022-12-21T14:45:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-12-09T18:26:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/TechatBloomberg-Front-Image-12.15.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"617\" \/>\n\t<meta property=\"og:image:height\" content=\"403\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"chaas30\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/TechatBloomberg-Front-Image-12.15.jpg\" \/>\n<meta name=\"twitter:creator\" content=\"@bloomberg\" \/>\n<meta name=\"twitter:site\" content=\"@bloomberg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"chaas30\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/\",\"url\":\"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/\",\"name\":\"Introducing the Fifth Cohort of Bloomberg Data Science Ph.D. Fellows (2022-2023) | Bloomberg LP\",\"isPartOf\":{\"@id\":\"https:\/\/www.bloomberg.com\/company\/#website\"},\"datePublished\":\"2022-12-21T14:45:15+00:00\",\"dateModified\":\"2024-12-09T18:26:16+00:00\",\"author\":{\"@id\":\"https:\/\/www.bloomberg.com\/company\/#\/schema\/person\/4d4a18aae79d6fcc1ea98181a906905e\"},\"description\":\"Bloomberg announces the four Bloomberg Data Science Ph.D. Fellowship Winners for 2022-2023, making an early investment in their careers.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":\"1\",\"name\":\"Home\",\"item\":\"https:\/\/www.bloomberg.com\/company\/\"},{\"@type\":\"ListItem\",\"position\":\"2\",\"name\":\"Introducing the Fifth Cohort of Bloomberg Data Science Ph.D. Fellows (2022-2023)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.bloomberg.com\/company\/#website\",\"url\":\"https:\/\/www.bloomberg.com\/company\/\",\"name\":\"Bloomberg L.P.\",\"description\":\"Bloomberg L.P. is the leader in global business and financial information, enabling customers to make smarter, faster, more informed business decisions.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.bloomberg.com\/company\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.bloomberg.com\/company\/#\/schema\/person\/4d4a18aae79d6fcc1ea98181a906905e\",\"name\":\"Bloomberg L.P.\",\"url\":\"https:\/\/www.bloomberg.com\/company\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Introducing the Fifth Cohort of Bloomberg Data Science Ph.D. Fellows (2022-2023) | Bloomberg LP","description":"Bloomberg announces the four Bloomberg Data Science Ph.D. Fellowship Winners for 2022-2023, making an early investment in their careers.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/","og_locale":"en_US","og_type":"article","og_title":"Introducing the Fifth Cohort of Bloomberg Data Science Ph.D. Fellows (2022-2023) | Bloomberg LP","og_description":"Bloomberg announces the four Bloomberg Data Science Ph.D. Fellowship Winners for 2022-2023, making an early investment in their careers.","og_url":"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/","og_site_name":"Bloomberg L.P.","article_publisher":"https:\/\/www.facebook.com\/bloomberglp\/","article_published_time":"2022-12-21T14:45:15+00:00","article_modified_time":"2024-12-09T18:26:16+00:00","og_image":[{"width":617,"height":403,"url":"https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/TechatBloomberg-Front-Image-12.15.jpg","type":"image\/jpeg"}],"author":"chaas30","twitter_card":"summary_large_image","twitter_image":"https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/TechatBloomberg-Front-Image-12.15.jpg","twitter_creator":"@bloomberg","twitter_site":"@bloomberg","twitter_misc":{"Written by":"chaas30","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/","url":"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/","name":"Introducing the Fifth Cohort of Bloomberg Data Science Ph.D. Fellows (2022-2023) | Bloomberg LP","isPartOf":{"@id":"https:\/\/www.bloomberg.com\/company\/#website"},"datePublished":"2022-12-21T14:45:15+00:00","dateModified":"2024-12-09T18:26:16+00:00","author":{"@id":"https:\/\/www.bloomberg.com\/company\/#\/schema\/person\/4d4a18aae79d6fcc1ea98181a906905e"},"description":"Bloomberg announces the four Bloomberg Data Science Ph.D. Fellowship Winners for 2022-2023, making an early investment in their careers.","breadcrumb":{"@id":"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.bloomberg.com\/company\/stories\/introducing-the-fifth-cohort-of-bloomberg-data-science-ph-d-fellows-2022-2023\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":"1","name":"Home","item":"https:\/\/www.bloomberg.com\/company\/"},{"@type":"ListItem","position":"2","name":"Introducing the Fifth Cohort of Bloomberg Data Science Ph.D. Fellows (2022-2023)"}]},{"@type":"WebSite","@id":"https:\/\/www.bloomberg.com\/company\/#website","url":"https:\/\/www.bloomberg.com\/company\/","name":"Bloomberg L.P.","description":"Bloomberg L.P. is the leader in global business and financial information, enabling customers to make smarter, faster, more informed business decisions.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.bloomberg.com\/company\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.bloomberg.com\/company\/#\/schema\/person\/4d4a18aae79d6fcc1ea98181a906905e","name":"Bloomberg L.P.","url":"https:\/\/www.bloomberg.com\/company"}]}},"featured_image_rendered":"<img srcset='https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&type=webp&url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/TechatBloomberg-Front-Image-12.15.jpg 280w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&type=webp&url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/TechatBloomberg-Front-Image-12.15.jpg 300w, https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&type=webp&url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/TechatBloomberg-Front-Image-12.15.jpg 617w' src='https:\/\/assets.bbhub.io\/image\/v1\/resize?width=auto&type=webp&url=https:\/\/assets.bbhub.io\/company\/sites\/51\/2022\/12\/TechatBloomberg-Front-Image-12.15.jpg' alt='' \/>","category_info":{"name":"Tech At Bloomberg","blog_landing_name":"Tech At Bloomberg"},"_links":{"self":[{"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/posts\/28363","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/users\/184"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/comments?post=28363"}],"version-history":[{"count":8,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/posts\/28363\/revisions"}],"predecessor-version":[{"id":40244,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/posts\/28363\/revisions\/40244"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/media\/28381"}],"wp:attachment":[{"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/media?parent=28363"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/categories?post=28363"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bloomberg.com\/company\/wp-json\/wp\/v2\/tags?post=28363"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}