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--></style></head><body lang=FR link="#0563C1" vlink="#954F72"><div class=WordSection1><p class=MsoNormal><span lang=EN-US style='color:black'>Are you a currently enrolled student at the Master or PhD level<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>with a strong interest in Deep Learning, Reinforcement Learning,<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>and/or NLP?<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>NAVER Labs Europe is opening an internship position on<span class=apple-converted-space> </span><b>Reinforcement Learning</b><o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><b><span lang=EN-US style='color:black'>for Controlled Text Generation</span></b><span lang=EN-US style='color:black'>, which might be of interest to you. See<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>below.<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><b><span lang=EN-US style='color:black'>For more information and for applying, please visit the page</span></b><span lang=EN-US style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><b><span lang=EN-US style='color:black'><a href="https://europe.naverlabs.com/job/reinforcement-learning-for-controlled-text-generation/"><span style='color:#954F72'>https://europe.naverlabs.com/job/reinforcement-learning-for-controlled-text-generation/</span></a></span></b><span lang=EN-US style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><b><span lang=EN-US style='color:black'>and follow the instructions given there. </span></b><span lang=EN-US style='color:black'><o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>-----------<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>NAVER LABS Europe: Internship <span class=apple-converted-space> </span><o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>Start date: Fall 2019 or early 2020<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>Duration; 5-6 months<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>We are opening a research internship on Reinforcement<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>Learning techniques for applications to controlled text generation.<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>Under conditions where training data is limited, standard end-to-end<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>training of seq2seq models may generalize poorly and produce<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>inadequate results at test time. A possible remedy is to augment<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>models with rewards that control the quality of the outputs. These<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>rewards can address two complementary goals: (i) taking into account<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>global characteristics of observed sequences that go beyond standard<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>local teacher-forcing training techniques (observation bias problem),<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>and (ii) moving the generation process towards desired properties of<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>the output (e.g. favoring shorter sentences or performing style<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>transfer).<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>Supervisors: Marc Dymetman and Hady Elsahar.<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>We are looking for a motivated intern to help us develop methods and<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>algorithms for addressing this general problem, both in theory and in<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>practice. Experiments will be conducted on selected text generation<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>tasks (NLG, summarization or machine translation).<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>The successful candidate should be enrolled in a graduate program, at<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>the Master or (preferably) PhD level, with experience (ideally) in<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>Deep Learning, Reinforcement Learning and Natural Language Processing.<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>Publication of results in major conferences/journals will be strongly<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>encouraged.<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'> <o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>REQUIRED SKILLS : Strong mathematical and programming skills as well<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>as familiarity with one of the major current deep learning toolkits<o:p></o:p></span></p><p class=MsoNormal style='caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px'><span lang=EN-US style='color:black'>(PyTorch preferred but not compulsory) are a requirement.<o:p></o:p></span></p><p class=MsoNormal><span lang=EN-US style='font-size:11.0pt'><o:p> </o:p></span></p></div></body></html>