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</o:shapelayout></xml><![endif]--><div class="WordSection1"><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL">Vabimo vas na 14. predavanje iz sklopa <b style="mso-bidi-font-weight:normal"><span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191">»Kolokviji na IJS«</span></b> v akademskem letu 2022/23, ki bo v <b><span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191">četrtek (ne sredo!), 29. junija 2023, ob 13:00</span></b><span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-bidi-font-weight:bold"> </span><span style="mso-bidi-font-weight:bold">v </span>Veliki predavalnici Instituta »Jožef Stefan«<strong><span style="font-family:"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi"> </span></strong><strong><span style="font-family:"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;font-weight:normal">na Jamovi cesti 39 v Ljubljani. Predavanje bo <span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191">v angleščini</span>. Na voljo bodo <span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191">kava, pijača in prigrizki</span>.</span></strong><strong><span style="font-family:"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;color:#338684;font-weight:normal;mso-bidi-font-weight:bold"><o:p></o:p></span></strong></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><strong><span lang="EN-US" style="font-family:"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi"><o:p> </o:p></span></strong></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><strong><span lang="EN-US" style="font-family:"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi"><o:p> </o:p></span></strong></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><b><span style="font-size:12.0pt;mso-ansi-language:SL">prof. dr. Thomas G. <span class="SpellE">Dietterich</span></span></b><span style="font-size:12.0pt;mso-ansi-language:SL"><o:p></o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><i><span style="mso-ansi-language:SL">Oregon <span class="SpellE">State</span> <span class="SpellE">University</span>, ZDA<o:p></o:p></span></i></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><i><span style="mso-ansi-language:SL"><o:p> </o:p></span></i></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><b><span style="font-size:14.0pt;color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-ansi-language:SL">Kaj je narobe z velikimi jezikovnimi modeli in s čim bi jih morali nadomestiti</span></b><b><span style="font-size:14.0pt;color:#338684;mso-ansi-language:SL"><o:p></o:p></span></b></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="font-size:12.0pt;mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span class="SpellE"><span lang="EN-US">Veliki</span></span><span lang="EN-US"> <span class="SpellE">jezikovni</span> <span class="SpellE">modeli</span> (LLM, <span class="SpellE">iz</span> <span class="SpellE">angleščine</span>) <span class="SpellE">zagotavljajo</span> <span class="SpellE">prednaučeno</span> <span class="SpellE">osnovo</span> za <span class="SpellE">učenje</span> <span class="SpellE">številnih</span> <span class="SpellE">zanimivih</span> <span class="SpellE">sistemov</span> <span class="SpellE">umetne</span> <span class="SpellE">inteligence</span>. <span class="SpellE">Vendar</span> <span class="SpellE">imajo</span> <span class="SpellE">veliko</span> <span class="SpellE">pomanjkljivosti</span>. <span class="SpellE">Njihovo</span> <span class="SpellE">učenje</span> in <span class="SpellE">posodabljanje</span> je <span class="SpellE">drago</span>, <span class="SpellE">imajo</span> <span class="SpellE">slabo</span> <span class="SpellE">nejezikovno</span> <span class="SpellE">znanje</span>, <span class="SpellE">dajejo</span> <span class="SpellE">napačne</span> in <span class="SpellE">nasprotujoče</span> <span class="SpellE">si</span> <span class="SpellE">izjave</span>, ki so za <span class="SpellE">nameček</span> <span class="SpellE">lahko</span> <span class="SpellE">tudi</span> <span class="SpellE">družbeno</span> in <span class="SpellE">etično</span> <span class="SpellE">neprimerne</span>. V <span class="SpellE">predavanju</span> <span class="SpellE">bom</span> <span class="SpellE">povzel</span> <span class="SpellE">te</span> <span class="SpellE">pomanjkljivosti</span> in <span class="SpellE">trenutna</span> <span class="SpellE">prizadevanja</span> za <span class="SpellE">njihovo</span> <span class="SpellE">reševanje</span> <span class="SpellE">znotraj</span> <span class="SpellE">obstoječega</span> <span class="SpellE">okvira</span> LLM-<span class="SpellE">jev</span>. <span class="SpellE">Nato</span> se <span class="SpellE">bom</span> <span class="SpellE">zavzel</span> za <span class="SpellE">drugačno</span>, <span class="SpellE">bolj</span> <span class="SpellE">modularno</span> <span class="SpellE">arhitekturo</span>, ki <span class="SpellE">razgradi</span> <span class="SpellE">funkcije</span> <span class="SpellE">obstoječih</span> LLM-<span class="SpellE">jev</span> in <span class="SpellE">jim</span> <span class="SpellE">doda</span> <span class="SpellE">več</span> <span class="SpellE">drugih</span> <span class="SpellE">komponent</span>. <span class="SpellE">Verjamem</span>, da <span class="SpellE">lahko</span> ta <span class="SpellE">alternativa</span> <span class="SpellE">odpravi</span> <span class="SpellE">vse</span> <span class="SpellE">pomanjkljivosti</span> LLM-<span class="SpellE">jev</span>. <span class="SpellE">Razmišljal</span> <span class="SpellE">bom</span> o <span class="SpellE">tem</span>, <span class="SpellE">kako</span> bi to <span class="SpellE">modularno</span> <span class="SpellE">arhitekturo</span> <span class="SpellE">lahko</span> <span class="SpellE">zgradili</span> s <span class="SpellE">kombinacijo</span> <span class="SpellE">strojnega</span> <span class="SpellE">učenja</span> in <span class="SpellE">inženiringa</span>.</span><span style="mso-ansi-language:SL"><o:p></o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><b style="mso-bidi-font-weight:normal"><span lang="EN-US">O <span class="SpellE">predavatelju</span>:</span></b><span lang="EN-US"> Thomas G. <span class="SpellE">Dietterich</span> je <span class="SpellE">zaslužni</span> <span class="SpellE">profesor</span> <span class="SpellE">na</span> <span class="SpellE">Fakulteti</span> za <span class="SpellE">elektrotehniko</span> in <span class="SpellE">računalništvo</span> <span class="SpellE">na</span> <span class="SpellE">Državni</span> <span class="SpellE">univerzi</span> Oregon v ZDA. Je <span class="SpellE">eden</span> od <span class="SpellE">pionirjev</span> <span class="SpellE">na</span> <span class="SpellE">področju</span> <span class="SpellE">strojnega</span> <span class="SpellE">učenja</span> <span class="SpellE">ter</span> je <span class="SpellE">avtor</span> <span class="SpellE">več</span> <span class="SpellE">kot</span> 225 <span class="SpellE">recenziranih</span> <span class="SpellE">člankov</span> in <span class="SpellE">dveh</span> <span class="SpellE">knjig</span>. <span class="SpellE">Njegove</span> <span class="SpellE">trenutne</span> <span class="SpellE">raziskovalne</span> <span class="SpellE">teme</span> <span class="SpellE">vključujejo</span> <span class="SpellE">robustno</span> <span class="SpellE">umetno</span> <span class="SpellE">inteligenco</span>, <span class="SpellE">robustne</span> <span class="SpellE">sisteme</span> <span class="SpellE">človek</span>-AI in <span class="SpellE">aplikacije</span> <span class="SpellE">na</span> <span class="SpellE">področju</span> <span class="SpellE">trajnosti</span>.</span><span style="mso-ansi-language:SL"><o:p></o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL">Napovednik predavanja najdete tudi na naslovu </span><span lang="EN-US"><a href="http://www.ijs.si/ijsw/Koledar_prireditev"><span lang="SL" style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-ansi-language:SL">http://www.ijs.si/ijsw/Koledar_prireditev</span></a></span><span style="mso-ansi-language:SL">, posnetke preteklih predavanj<span style="color:blue"> </span>pa na </span><span lang="EN-US"><a href="https://video.arnes.si/?hashtag=Kolokviji_IJS"><span lang="SL" style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-ansi-language:SL">Arhiv TV IJS</span></a></span><span style="mso-ansi-language:SL"> in </span><span lang="EN-US"><a href="http://videolectures.net/kolokviji_ijs"><span lang="SL" style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-ansi-language:SL">http://videolectures.net/kolokviji_ijs</span></a></span><span style="mso-ansi-language:SL">.<o:p></o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL">--<o:p></o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><b style="mso-bidi-font-weight:normal"><span lang="EN-US"><o:p> </o:p></span></b></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><b style="mso-bidi-font-weight:normal"><span lang="EN-US"><o:p> </o:p></span></b></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span class="SpellE"><span style="color:black;mso-ansi-language:SL">We</span></span><span style="color:black;mso-ansi-language:SL"> <span class="SpellE">invite</span> <span class="SpellE">you</span> to <span class="SpellE">the</span> 14th <span class="SpellE">lecture</span> in <span class="SpellE">the</span> <span class="SpellE">framework</span> <span class="SpellE">of</span> </span><b style="mso-bidi-font-weight:normal"><span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-ansi-language:SL">»JSI <span class="SpellE">Colloquia</span>«</span></b><span style="color:black;mso-ansi-language:SL"> </span><span style="mso-ansi-language:SL">in <span class="SpellE">the</span> <span class="SpellE">academic</span> <span class="SpellE">year</span> 2022/23, <span class="SpellE">which</span> <span class="SpellE">will</span> take place on <span class="SpellE"><b><span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191">Thursday</span></b></span><b><span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191"> (not <span class="SpellE">Wednesday</span>!), <span class="SpellE">June</span> 29, 2023, at 1:00 PM</span></b><span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-bidi-font-weight:bold"> </span><span style="mso-bidi-font-weight:bold">in <span class="SpellE">the</span> </span><span class="SpellE">main</span> <span class="SpellE">lecture</span> <span class="SpellE">hall</span> <span class="SpellE">of</span> Jožef Stefan Institute<strong><span style="font-family:"Calibri",sans-serif;mso-ascii-theme-font:minor-latin;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";mso-bidi-theme-font:minor-bidi;font-weight:normal">, Jamova cesta 39 in Ljubljana. <span class="SpellE">The</span> <span class="SpellE">lecture</span> <span class="SpellE">will</span> be <span class="SpellE">held</span> in <span class="SpellE"><span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191">English</span></span>.</span></strong> <span class="SpellE"><span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191">Coffee</span></span><span style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191">, <span class="SpellE">drinks</span> <span class="SpellE">and</span> <span class="SpellE">snacks</span></span> <span class="SpellE">will</span> be <span class="SpellE">available</span>.<o:p></o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><b><span style="font-size:12.0pt;mso-ansi-language:SL">Prof. dr. Thomas G. <span class="SpellE">Dietterich</span></span></b><span style="font-size:12.0pt;mso-ansi-language:SL"><o:p></o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><i><span style="mso-ansi-language:SL">Oregon <span class="SpellE">State</span> <span class="SpellE">University</span>, USA<o:p></o:p></span></i></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><i><span style="mso-ansi-language:SL"><o:p> </o:p></span></i></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span class="SpellE"><b><span style="font-size:14.0pt;color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-ansi-language:SL">What's</span></b></span><b><span style="font-size:14.0pt;color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-ansi-language:SL"> <span class="SpellE">wrong</span> <span class="SpellE">with</span> large <span class="SpellE">language</span> <span class="SpellE">models</span> <span class="SpellE">and</span> <span class="SpellE">what</span> <span class="SpellE">we</span> <span class="SpellE">should</span> be <span class="SpellE">building</span> <span class="SpellE">instead</span><o:p></o:p></span></b></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="font-size:12.0pt;mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span lang="EN-US">Large Language Models (LLMs) provide a pre-trained foundation for training many interesting artificial intelligence systems. However, they have many shortcomings. They are expensive to train and to update, their non-linguistic knowledge is poor, they make false and self-contradictory statements, and these statements can be socially and ethically inappropriate. In this talk, I will review these shortcomings and current efforts to address them within the existing LLM framework. I will then argue for a different, more modular architecture that decomposes the functions of existing LLMs and adds several additional components. I believe this alternative can address all of the shortcomings of LLMs. I will speculate about how this modular architecture could be built through a combination of machine learning and engineering.<o:p></o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><b style="mso-bidi-font-weight:normal"><span lang="EN-US">About the lecturer:</span></b><span lang="EN-US"> Thomas G. <span class="SpellE">Dietterich</span> is Distinguished Professor Emeritus in the School of Electrical Engineering and Computer Science at Oregon State University, USA. He is one of the pioneers of the field of machine learning and has authored more than 225 refereed publications and two books. His current research topics include robust artificial intelligence, robust human-AI systems, and applications in sustainability.<o:p></o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p><p class="MsoNormal" style="margin-bottom:0cm;line-height:normal"><span class="SpellE"><span style="mso-ansi-language:SL">You</span></span><span style="mso-ansi-language:SL"> <span class="SpellE">can</span> <span class="SpellE">find</span> <span class="SpellE">the</span> <span class="SpellE">lecture</span> <span class="SpellE">trailer</span> at </span><span lang="EN-US"><a href="http://www.ijs.si/ijsw/Koledar_prireditev"><span lang="SL" style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-ansi-language:SL">http://www.ijs.si/ijsw/Koledar_prireditev</span></a></span><span style="mso-ansi-language:SL">, <span class="SpellE">and</span> <span class="SpellE">recordings</span> <span class="SpellE">of</span> past <span class="SpellE">lectures</span> at </span><span lang="EN-US"><a href="https://video.arnes.si/?hashtag=Kolokviji_IJS"><span lang="SL" style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-ansi-language:SL">Arhiv TV IJS</span></a></span><span style="mso-ansi-language:SL"> <span class="SpellE">and</span> </span><span lang="EN-US"><a href="http://videolectures.net/kolokviji_ijs"><span lang="SL" style="color:#C45911;mso-themecolor:accent2;mso-themeshade:191;mso-ansi-language:SL">http://videolectures.net/kolokviji_ijs</span></a></span><span style="mso-ansi-language:SL">.</span><span lang="EN-US"><o:p></o:p></span></p><p class="MsoNormal"><span style="mso-ansi-language:SL"><o:p> </o:p></span></p></div></div></body></html>