Podcasts about yejin choi

There are two sides to every coin — and sometimes our strengths become weaknesses. This hour, TED speakers explore the mixed blessings and volatile flip sides of mental health, parenting and AI. Guests include developmental psychologist Yuko Munakata, entrepreneur Andy Dunn and AI researcher Yejin Choi.Original broadcast date: August 11, 2023TED Radio Hour+ subscribers now get access to bonus episodes, with more ideas from TED speakers and a behind the scenes look with our producers. A Plus subscription also lets you listen to regular episodes (like this one!) without sponsors. Sign-up at plus.npr.org/ted.Learn more about sponsor message choices: podcastchoices.com/adchoicesNPR Privacy Policy

Ask a question of ChatGPT and other, similar chatbots and there's a good chance you'll be impressed at how adeptly it comes up with a good answer — unless it spits out unrealistic nonsense instead. Part of what's mystifying about these kinds of machine learning systems is that they are fundamentally black boxes. No one knows precisely how they arrive at the answers that they do. Given that mystery, is it possible that these systems in some way truly understand the world and the questions they answer? In this episode, the computer scientist Yejin Choi of the University of Washington and host Steven Strogatz discuss the capabilities and limitations of chatbots and the large language models, or LLMs, on which they are built.  Listen on Apple Podcasts, Spotify,  TuneIn or your favorite podcasting app, or you can stream it from Quanta.

Computer scientist Yejin Choi is here to demystify the current state of massive artificial intelligence systems like ChatGPT, highlighting three key problems with cutting-edge large language models (including some funny instances of them failing at basic commonsense reasoning.) She welcomes us into a new era in which AI is becoming almost like a new intellectual species -- and identifies the benefits of building smaller AI systems trained on human norms and values. (Followed by a Q&A with head of TED Chris Anderson)

As large language models (LLMs) are adopted as a fundamental component of language technologies, it is crucial to accurately characterize their performance. Because choices in prompt design can strongly influence model behavior, this design process is critical in effectively using any modern pre-trained generative language model. In this work, we focus on LLM sensitivity to a quintessential class of meaning-preserving design choices: prompt formatting. We find that several widely used open-source LLMs are extremely sensitive to subtle changes in prompt formatting in few-shot settings, with performance differences of up to 76 accuracy points when evaluated using LLaMA-2-13B. Sensitivity remains even when increasing model size, the number of few-shot examples, or performing instruction tuning. Our analysis suggests that work evaluating LLMs with prompting-based methods would benefit from reporting a range of performance across plausible prompt formats, instead of the currently-standard practice of reporting performance on a single format. We also show that format performance only weakly correlates between models, which puts into question the methodological validity of comparing models with an arbitrarily chosen, fixed prompt format. To facilitate systematic analysis we propose FormatSpread, an algorithm that rapidly evaluates a sampled set of plausible prompt formats for a given task, and reports the interval of expected performance without accessing model weights. Furthermore, we present a suite of analyses that characterize the nature of this sensitivity, including exploring the influence of particular atomic perturbations and the internal representation of particular formats. 2023: Melanie Sclar, Yejin Choi, Yulia Tsvetkov, Alane Suhr https://arxiv.org/pdf/2310.11324.pdf

Few people are better at explaining the science of artificial intelligence than Yejin Choi. She's a computer science professor at the University of Washington, senior resource manager at the Allen Institute for AI, and the recipient of a MacArthur Fellowship. I thought her recent TED talk was terrific, and I was thrilled to talk to her about how you train a large language model, why it's so hard for robots to pick tools out of a box, and why universities must play a key role in the future of AI research. Show notes: Yejin's TED talk: https://www.ted.com/talks/yejin_choi_why_ai_is_incredibly_smart_and_shockingly_stupid?language=en Moravec's paradox: https://en.wikipedia.org/wiki/Moravec%27s_paradox Virtual Insanity by Jamiroquai: https://open.spotify.com/track/24SUWisv2lYQiB3bVpE1sn?si=b290674d2791460d

We introduce Lumos, a novel framework for training language agents that employs a unified data format and a modular architecture based on open-source large language models (LLMs). Lumos consists of three distinct modules: planning, grounding, and execution. The planning module breaks down a task into a series of high-level, tool-agnostic subgoals, which are then made specific by the grounding module through a set of low-level actions. These actions are subsequently executed by the execution module, utilizing a range of off-the-shelf tools and APIs. In order to train these modules effectively, high-quality annotations of subgoals and actions were collected and are made available for fine-tuning open-source LLMs for various tasks such as complex question answering, web tasks, and math problems. Leveraging this unified data and modular design, Lumos not only achieves comparable or superior performance to current, state-of-the-art agents, but also exhibits several key advantages: (1) Lumos surpasses GPT-4/3.5-based agents in complex question answering and web tasks, while equalling the performance of significantly larger LLM agents on math tasks; (2) Lumos outperforms open-source agents created through conventional training methods and those using chain-of-thoughts training; and (3) Lumos is capable of effectively generalizing to unseen interactive tasks, outperforming larger LLM-based agents and even exceeding performance of specialized agents. 2023: Da Yin, Faeze Brahman, Abhilasha Ravichander, Khyathi Raghavi Chandu, Kai-Wei Chang, Yejin Choi, Bill Yuchen Lin https://arxiv.org/pdf/2311.05657v1.pdf

Over the last year, AI large-language models (LLMs) like ChatGPT have demonstrated a remarkable ability to carry on human-like conversations in a variety of different concepts. But the way these LLMs "learn" is very different from how human beings learn, and the same can be said for how they "reason." It's reasonable to ask, do these AI programs really understand the world they are talking about? Do they possess a common-sense picture of reality, or can they just string together words in convincing ways without any underlying understanding? Computer scientist Yejin Choi is a leader in trying to understand the sense in which AIs are actually intelligent, and why in some ways they're still shockingly stupid.Blog post with transcript: https://www.preposterousuniverse.com/podcast/2023/08/28/248-yejin-choi-on-ai-and-common-sense/Support Mindscape on Patreon.Yejin Choi received a Ph.D. in computer science from Cornell University. She is currently the Wissner-Slivka Professor at the Paul G. Allen School of Computer Science & Engineering at the University of Washington and also a senior research director at AI2 overseeing the project Mosaic. Among her awards are a MacArthur fellowship and a fellow of the Association for Computational Linguistics.University of Washington web pageGoogle Scholar publicationsWikipediaSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

There are two sides to every coin — and sometimes our strengths become weaknesses. This hour, TED speakers explore the mixed blessings and volatile flip sides of mental health, parenting and AI. Guests include developmental psychologist Yuko Munakata, entrepreneur Andy Dunn and AI researcher Yejin Choi. TED Radio Hour+ subscribers now get access to bonus episodes, with more ideas from TED speakers and a behind the scenes look with our producers. A Plus subscription also lets you listen to regular episodes (like this one!) without sponsors. Sign-up at plus.npr.org/ted.

Computer scientist Yejin Choi is here to demystify the current state of massive artificial intelligence systems like ChatGPT, highlighting three key problems with cutting-edge large language models (including some funny instances of them failing at basic commonsense reasoning.) She welcomes us into a new era in which AI is becoming almost like a new intellectual species -- and identifies the benefits of building smaller AI systems trained on human norms and values. (Followed by a Q&A with head of TED Chris Anderson)

Yejin Choi joins Host Pieter Abbeel to discuss how we can teach AI common sense and morality and what ChatGPT can't do yet.Subscribe to the Robot Brains Podcast today | Visit therobotbrains.ai and follow us on YouTube at TheRobotBrainsPodcast and Twitter @therobotbrains. Hosted on Acast. See acast.com/privacy for more information.

https://youtu.be/g7WtcTATa2U Visit HENSONSHAVING.com/EVERYTHING to pick the razor for you and use code EVERYTHING and you'll get two years' worth of blades free with your razor – just make sure to add them to your cart. - *New* TOE Merch: https://tinyurl.com/TOEmerch - Patreon: https://patreon.com/curtjaimungal - Crypto: https://tinyurl.com/cryptoTOE - PayPal: https://tinyurl.com/paypalTOE - Twitter: https://twitter.com/TOEwithCurt - Discord Invite: https://discord.com/invite/kBcnfNVwqs - iTunes: https://podcasts.apple.com/ca/podcast/better-left-unsaid-with-curt-jaimungal/id1521758802 - Pandora: https://pdora.co/33b9lfP - Spotify: https://open.spotify.com/show/4gL14b92xAErofYQA7bU4e - Subreddit r/TheoriesOfEverything: https://reddit.com/r/theoriesofeverything LINKS MENTIONED: - Iain McGilchrist on TOE: https://youtu.be/M-SgOwc6Pe4 TIMESTAMPS: 00:00:00 Overview of Daniel's Worldview and Introduction 00:05:13 Nash Equilibrium 00:09:05 Quasiprobability Distributions, Quantum Mechanics, & Wigner 00:13:26 The Metacrisis 00:30:53 Exponential and Unsustainable Economic System 00:54:44 Synopsis so-far 00:58:43 Classifying Different Civilizational Risks 01:22:28 Natural Selection on Altruistic Religions 01:53:16 The "Risk Space" of Ai 02:32:59 Paperclip Maximizer Scenario 02:37:31 "Finitely Describing What's 'Good'" is the Alignment Problem 03:37:53 Iain McGilchrist, John Vervaeke, and the Metacrisis 03:42:27 David Bohm's Connected Consciousness ("Implicate Order") 03:44:22 Explications on Phenomenal Consciousness (Gregg Henriques) 04:01:34 Geoffrey Hinton, Yejin Choi, and OpenAI on Ai 04:11:33 Daniel's Message to the Audience Learn more about your ad choices. Visit megaphone.fm/adchoices

New large language models are capable of writing essays, drafting marketing pitches and having human-like exchanges on chat apps. But can they make us laugh the way a human can? To explore this, host Gary Marcus is joined by Dr. Naomi Saphra, an AI researcher and comedian, Bob Mankoff, former Cartoon Editor of The New Yorker magazine and Yejin Choi, a computer science professor at the University of Washington and 2022 MacArthur Fellow. While artificial intelligence systems can generate far more jokes than humans can, knowing what's funny remains — at least for now — a uniquely human ability. To learn more about listener data and our privacy practices visit: https://www.audacyinc.com/privacy-policy Learn more about your ad choices. Visit https://podcastchoices.com/adchoices

This podcast is a commentary and does not contain any copyrighted material of the reference source. We strongly recommend accessing/buying the reference source at the same time. ■Reference Source https://www.ted.com/talks/yejin_choi_why_ai_is_incredibly_smart_and_shockingly_stupid ■Post on this topic (You can get FREE learning materials!) https://englist.me/184-academic-words-reference-from-yejin-choi-why-ai-is-incredibly-smart----and-shockingly-stupid--ted-talk/ ■Youtube Video https://youtu.be/xtx1yDU8jrE (All Words) https://youtu.be/0HHJmspzddI (Advanced Words) https://youtu.be/bNQJ0NVYtHc (Quick Look) ■Top Page for Further Materials https://englist.me/ ■SNS (Please follow!)

Computer scientist Yejin Choi is here to demystify the current state of massive artificial intelligence systems like ChatGPT, highlighting three key problems with cutting-edge large language models (including some funny instances of them failing at basic commonsense reasoning.) She welcomes us into a new era in which AI is becoming almost like a new intellectual species -- and identifies the benefits of building smaller AI systems trained on human norms and values. (Followed by a Q&A with head of TED Chris Anderson)

Computer scientist Yejin Choi is here to demystify the current state of massive artificial intelligence systems like ChatGPT, highlighting three key problems with cutting-edge large language models (including some funny instances of them failing at basic commonsense reasoning.) She welcomes us into a new era in which AI is becoming almost like a new intellectual species -- and identifies the benefits of building smaller AI systems trained on human norms and values. (Followed by a Q&A with head of TED Chris Anderson)

Computer scientist Yejin Choi is here to demystify the current state of massive artificial intelligence systems like ChatGPT, highlighting three key problems with cutting-edge large language models (including some funny instances of them failing at basic commonsense reasoning.) She welcomes us into a new era in which AI is becoming almost like a new intellectual species -- and identifies the benefits of building smaller AI systems trained on human norms and values. (Followed by a Q&A with head of TED Chris Anderson)

Yejin Choi, experta en informática, desmitifica el actual estado de los sistemas masivos de la inteligencia artificia, como el chat GPT, y expone tres problemas clave con los grandes modelos de lenguaje de última generación (incluyendo ciertas instancias curiosas en las que fallan en razonamientos de sentido común básico). Choi nos introduce a una nueva era donde la IA pasaría a ser una nueva especie intelectual, e identifica las ventajas de construir sistemas de IA más pequeños que estén entrenados con normas y valores humanos. (Seguido por una breve entrevista a cargo de Chris Anderson, presidente de TED)

L'informaticienne Yejin Choi est ici pour démystifier l'état actuel des systèmes massifs d'intelligence artificielle tels que ChatGPT, en mettant en évidence trois problèmes clés avec les grands modèles de langage de pointe (y compris quelques exemples amusants où ils échouent à un raisonnement de bon sens). Elle nous accueille dans une nouvelle ère où l'IA devient presque une nouvelle forme d'ingelligence - et identifie les avantages de construire des systèmes d'IA plus petits formés selon les normes et les valeurs humaines. (Suivi d'une séance de questions-réponses avec Chris Anderson, directeur de TED)

Over the past decade, AI has moved right into our houses - onto our phones and smart speakers - and grown in sophistication. But many AI systems lack something we humans take for granted: common sense. In this episode Emily talks to MacArthur Fellowship-winner Yejin Choi, one of the leading thinkers on natural language processing, about how she's teaching machines to make inferences about the real world.

This week we talk about lessons learned in 2022. We talk about A.I. and ChatGPT, but also feedback, building up modeling of teaching from experience, information macronutrients, and the looming teaching shortage. NYTimes interview with Yejin Choi about A.I. (https://www.nytimes.com/interactive/2022/12/26/magazine/yejin-choi-interview.html?searchResultPosition=7) Things that bring us joy this week: Nope (https://www.imdb.com/title/tt10954984/) (and other films by Jordan Peele (https://www.imdb.com/name/nm1443502/?ref_=tt_ov_dr)) Jammies (butter cookies (https://www.allrecipes.com/recipe/25100/jam-filled-butter-cookies/)) [Note: recipe that is similar, but not identical] Intro/Outro Music: Notice of Eviction by Legally Blind (https://freemusicarchive.org/music/Legally_Blind)

University of Washington professor Yejin Choi was recently named one of this year's MacArthur Fellows. This honor is commonly known as the "Genius Grant" and awards an $800,000 stipend for recipients to use on new research. Choi works on artificial intelligence, and earlier this year Soundside spoke with her about an AI she helped build called "Delphi."

The John D. and Catherine T. MacArthur Foundation recently announced the names of 25 people who won an annual fellowship. The highly selective and prestigious award, which has also been described as a “genius grant,” comes with a no-strings-attached stipend of $800,000, which the foundation describes as "an investment in their potential.” The fellowships are given each year to a diverse array of artists, academics, activists and other pioneers in their fields. Yejin Choi is a 2022 MacArthur Fellow and a computer science professor at the University of Washington. She joins us to talk to us about her efforts to make artificial intelligence capable of common sense reasoning, ethical decision-making and recognizing intent behind human language.

Feliks Banel on the long-term effects of PNW smoke and ash // Maggie Haberman, author of Confidence Man // Hanna Scott on DSHS lawsuit over the death of Charlie and Braden Powell // Dose of Kindness -- neighbors make sure injured famer's crop gets harvested // Gee Scott on Netflix passwords/ scary movie // Yejin Choi, UW Prof and MacArthur Genius, on teaching artificial intelligence // Rachel Belle on the death of the scrunchy's inventor/ Anna May Wong to appear on quartersSee omnystudio.com/listener for privacy information.

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. Episode segments --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. In [S2 Re-sliced] Humans of AI: Stories Not Stats, we have collated answers from all Season 2 guests to the same question. All thanks to the efforts of Varshini Subhash and Mukul Khanna! All interviews in the series are available at http://humanstories.ai. They were recorded between February and June 2021. The host is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Director at Facebook AI Research (FAIR). Find out more about him here or follow him on Twitter. The guests are Devi Parikh, Ray Mooney, Danny Tarlow, Kyunghyun Cho, Roozbeh Mottaghi, Judy Hoffman, Andrew Fitzgibbon, Georgia Gkioxari, Akshara Rai, Subbarao Kambhampati, Adriana Kovashka, Aaron Courville, Yonatan Bisk, Sasha Rush, Stefan Lee, Felix Hill, Pushmeet Kohli, Carlos Guestrin, Charles Isbell, and Yejin Choi. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

In episode 26 of The Gradient Podcast, Daniel Bashir speaks to Yejin Choi, professor of Computer Science at the University of Washington, and senior research manager at the Allen Institute for Artificial Intelligence.Subscribe to The Gradient Podcast:  Apple Podcasts  | Spotify | Pocket Casts | RSSFollow The Gradient on TwitterSections:(00:00) Intro(01:42) Getting Started in the Winter(09:17) Has NLP lost its way?(12:57) The Mosaic Project, Commonsense Intelligence(18:20) A Priori Intuitions and Common Sense in Machines(21:35) Abductive Reasoning(24:49) Benchmarking Common Sense(33:00) DeLorean and COMET - Algorithms for Commonsense Reasoning(43:30) Positive and Negative uses of Commonsense Models(49:40) Moral Reasoning(57:00) Descriptive Morality, Meta-Ethical Concerns(1:04:30) Potential Misuse(1:12:15) Future Work(1:16:23) OutroEpisode Links:Yejin's HomepageThe Curious Case of Commonsense Intelligence in DaedalusCommon Sense Comes Close to Computers in QuantaCan Computers Learn Common Sense? in The New Yorker Get full access to The Gradient at thegradientpub.substack.com/subscribe

2021年度最後一場直播！快來在Clubhouse上跟我，Peddy，與通勤家族們一同提前跨年、練習英語！快加入 15Mins 通勤學英語直播室吧~   每日英語跟讀 Ep.K276: 機器能夠學習道德嗎？Can a Machine Learn Morality?   Researchers at an artificial intelligence lab in Seattle called the Allen Institute for AI unveiled new technology last month that was designed to make moral judgments. They called it Delphi, after the religious oracle consulted by the ancient Greeks. Anyone could visit the Delphi website and ask for an ethical decree. 上個月，位於西雅圖的人工智慧實驗室艾倫人工智慧研究所研究人員，發表了設計用來做出道德判斷的新技術。他們以古希臘人諮詢的宗教神諭將它命名德爾菲。任何人都能造訪德爾菲的網站，詢問道德法令。 Joseph Austerweil, a psychologist at the University of Wisconsin-Madison, tested the technology using a few simple scenarios. When he asked if he should kill one person to save another, Delphi said he shouldn't. When he asked if it was right to kill one person to save 100 others, it said he should. Then he asked if he should kill one person to save 101 others. This time, Delphi said he should not. 麥迪遜威斯康辛大學心理學家奧斯特衛爾使用幾個簡單的場景測試這項技術。當他詢問，他是否應該殺一個人去救另一人時，德爾菲說他不應該。當他問為了救一百個人而殺死一個人是否正確時，德爾菲說他應該做，然後他又問道，他是否應該殺死一個人來救101個人，德爾菲這次則說他不應該這樣做。 Morality, it seems, is as knotty for a machine as it is for humans. 看來，機器與人類同樣都對道德問題感到傷腦筋。 Delphi, which has received more than 3 million visits over the past few weeks, is an effort to address what some see as a major problem in modern AI systems: They can be as flawed as the people who create them. 過去幾周被300多萬人次造訪的德爾菲是個艱難嘗試，為了處理被一些人認為是現代人工智慧系統的主要問題：它們可能跟創造它們的人一樣有缺陷。 Facial recognition systems and digital assistants show bias against women and people of color. Social networks like Facebook and Twitter fail to control hate speech, despite wide deployment of artificial intelligence. Algorithms used by courts, parole offices and police departments make parole and sentencing recommendations that can seem arbitrary. 臉部辨識系統與數位助理顯現出對女性及有色人種的偏見。儘管人工智慧被廣泛應用，但臉書與推特這樣的社群網路卻無法控制仇恨言論。法院、假釋辦公室與警察部門使用的演算法，提出的假釋和量刑建議可能看起來很武斷。 A growing number of computer scientists and ethicists are working to address those issues. And the creators of Delphi hope to build an ethical framework that could be installed in any online service, robot or vehicle. 愈來愈多電腦科學家與倫理學家致力解決這些問題。德爾菲的創造者希望建立一個道德框架，可安裝在任何線上服務、機器人或車上。 “It's a first step toward making AI systems more ethically informed, socially aware and culturally inclusive,” said Yejin Choi, the Allen Institute researcher and University of Washington computer science professor who led the project. 領導該計畫的艾倫研究所研究員、華盛頓大學電腦科學教授崔藝珍（音譯）說：「這是讓人工智慧系統更具道德意識、社會意識與文化包容性的第一步。」 Delphi is by turns fascinating, frustrating and disturbing. It is also a reminder that the morality of any technological creation is a product of those who have built it. The question is: Who gets to teach ethics to the world's machines? AI researchers? Product managers? Mark Zuckerberg? Trained philosophers and psychologists? Government regulators? 德爾菲時而令人著迷，時而令人沮喪，時而令人不安。這也提醒我們，任何技術創造的道德都是創造者的產物。問題在於，誰來教授世界上的機器道德？人工智慧研究人員？產品經理？祖克柏？受訓過的哲學家和心理學家？政府監管部門？ While some technologists applauded Choi and her team for exploring an important and thorny area of technological research, others argued that the very idea of a moral machine is nonsense. 雖然一些技術人員稱讚崔藝珍及其團隊探索了一個重要而棘手的技術研究領域，但其他人認為，道德機器的想法本身就是無稽之談。Source article: https://udn.com/news/story/6904/5953372

Yejin Choi, Professor of Computer Science at the University of Washington, joined Sean on the show...  Listen and subscribe to Moncrieff on Apple Podcasts, Google Podcasts or Spotify.    Download, listen and subscribe on the Newstalk App.     You can also listen to Newstalk live on newstalk.com or on Alexa, by adding the Newstalk skill and asking: 'Alexa, play Newstalk'.

Yejin Choi is the Brett Helsel Associate Professor of Computer Science at the University of Washington and also a senior research manager at AI2. Find out more about her at her homepage. Humans of AI: Stories, Not Stats is an interview series with AI researchers to get to know them better as people. We don't talk about AI or their work or the stats of their life like what college they went to. They share what they think about, what they are insecure about, what they get excited about. They share the stories of their day-to-day life. Videos of these interviews are available at humanstories.ai. The host of this episode is Dhruv Batra, an Associate Professor in the School of Interactive Computing at Georgia Tech and a Research Scientist at Facebook AI Research (FAIR). Find out more about him at his homepage or follow him on Twitter. This interview was recorded on 9th June 2021. --- Send in a voice message: https://anchor.fm/humanstoriesai/message

Today we're joined by Yejin Choi, a professor at the University of Washington. We had the pleasure of catching up with Yejin after her keynote interview at the recent Stanford HAI “Foundational Models” workshop. In our conversation, we explore her work at the intersection of natural language generation and common sense reasoning, including how she defines common sense, and what the current state of the world is for that research. We discuss how this could be used for creative storytelling, how transformers could be applied to these tasks, and we dig into the subfields of physical and social common sense reasoning. Finally, we talk through the future of Yejin's research and the areas that she sees as most promising going forward.  If you enjoyed this episode, check out our conversation on AI Storytelling Systems with Mark Riedl. The complete show notes for today's episode can be found at twimlai.com/go/518.

In this episode, we invite Yejin Choi to talk about common sense knowledge and reasoning, a growing area in NLP. We start by discussing a working definition of “common sense” and the practical utility of studying it. We then talk about some of the datasets and resources focused on studying different aspects of common sense (e.g., ReCoRD, CommonsenseQA, ATOMIC) and contrast implicit vs. explicit modeling of common sense, and what it means for downstream applications. To conclude, Yejin shares her thoughts on some of the open problems in this area and where it is headed in the future. Yejin Choi's homepage: https://homes.cs.washington.edu/~yejin/ ATOMIC: https://homes.cs.washington.edu/~msap/atomic/ ReCoRD: https://sheng-z.github.io/ReCoRD-explorer/ CommonsenseQA: https://www.tau-nlp.org/commonsenseqa

NAACL 2018 demo paper, by Hao Fang, Hao Cheng, Maarten Sap, Elizabeth Clark, Ari Holtzman, Yejin Choi, Noah A. Smith, and Mari Ostendorf Sounding Board was the system that won the 2017 Amazon Alexa Prize, a competition to build a social chatbot that interacts with users as an Alexa skill. Hao comes on the podcast to tell us about the project. We talk for a little bit about how Sounding Board works, but spend most of the conversation talking about what these chatbots can do - the competition setup, some example interactions, the limits of current systems, and how chatbots might be more useful in the future. Even the best current systems seem pretty limited, but the potential future uses are compelling enough to warrant continued research. https://www.semanticscholar.org/paper/Sounding-Board%3A-A-User-Centric-and-Content-Driven-Fang-Cheng/b540fd427a02b19c6ea55dd7d9758ebf15ec3965

ICLR 2018 paper, by Antoine Bosselut, Omer Levy, Ari Holtzman, Corin Ennis, Dieter Fox, and Yejin Choi. This is not your standard NLP task. This work tries to predict which entities change state over the course of a recipe (e.g., ingredients get combined into a batter, so entities merge, and then the batter gets baked, changing location, temperature, and "cookedness"). We talk to Antoine about the work, getting into details about how the data was collected, how the model works, and what some possible future directions are. https://www.semanticscholar.org/paper/Simulating-Action-Dynamics-with-Neural-Process-Bosselut-Levy/dc01c9401d1caab7f5e6d2f1280f5815f6919977

CoNLL 2017 paper, by Roy Schwartz, Maarten Sap, Ioannis Konstas, Leila Zilles, Yejin Choi, and Noah A. Smith. Roy comes on to talk to us about the paper. They analyzed the ROCStories corpus, which was created with three separate tasks on Mechanical Turk. They found that there were enough stylistic differences between the text generated from each task that they could get very good performance on the ROCStories cloze task just by looking at the style, ignoring the information you're supposed to use to solve the task. Roy talks to us about this finding, and about how hard it is to generate datasets that don't have some kind of flaw (hint: they all have problems). https://www.semanticscholar.org/paper/The-Effect-of-Different-Writing-Tasks-on-Linguisti-Schwartz-Sap/1a697d7cf187e51d5ccc23eb3ee5d2950ece5522