48 - Incidental Supervision: Moving Beyond Supervised Learning, with Dan Roth
NLP Highlights29 Jan 2018

48 - Incidental Supervision: Moving Beyond Supervised Learning, with Dan Roth

AAAI 2017 paper, by Dan Roth. In this episode we have a conversation with Dan about what he means by "incidental supervision", and how it's related to ideas in reinforcement learning and representation learning. For many tasks, there are signals you can get from seemingly unrelated data that will help you in making predictions. Leveraging the international news cycle to learn transliteration models for named entities is one example of this, as is the current trend in NLP of using language models or other multi-task signals to do better representation learning for your end task. Dan argues that we need to be thinking about this more explicitly in our research, instead of learning everything "end-to-end", as we will never have enough data to learn complex tasks directly from annotations alone. https://www.semanticscholar.org/paper/Incidental-Supervision-Moving-beyond-Supervised-Le-Roth/2997dcfc6d5ffc262d57d0a26f74d091de096573

Det här avsnittet är hämtat från ett öppet RSS-flöde och publiceras inte av Podme. Det kan innehålla reklam.

Avsnitt(145)

Are LLMs safe?

Are LLMs safe?

Curious about the safety of LLMs? 🤔 Join us for an insightful new episode featuring Suchin Gururangan, Young Investigator at Allen Institute for Artificial Intelligence and Data Science Engineer at A...

29 Feb 202442min

"Imaginative AI" with Mohamed Elhoseiny

"Imaginative AI" with Mohamed Elhoseiny

This podcast episode features Dr. Mohamed Elhoseiny, a true luminary in the realm of computer vision with over a decade of groundbreaking research. As an Assistant Professor at KAUST, Dr. Elhoseiny's ...

8 Jan 202423min

142 - Science Of Science, with Kyle Lo

142 - Science Of Science, with Kyle Lo

Our first guest with this new format is Kyle Lo, the most senior lead scientist in the Semantic Scholar team at Allen Institute for AI (AI2), who kindly agreed to share his perspective on #Science of ...

28 Dec 202348min

141 - Building an open source LM, with Iz Beltagy and Dirk Groeneveld

141 - Building an open source LM, with Iz Beltagy and Dirk Groeneveld

In this special episode of NLP Highlights, we discussed building and open sourcing language models. What is the usual recipe for building large language models? What does it mean to open source them? ...

29 Juni 202329min

140 - Generative AI and Copyright, with Chris Callison-Burch

140 - Generative AI and Copyright, with Chris Callison-Burch

In this special episode, we chatted with Chris Callison-Burch about his testimony in the recent U.S. Congress Hearing on the Interoperability of AI and Copyright Law. We started by asking Chris about ...

6 Juni 202351min

139 - Coherent Long Story Generation, with Kevin Yang

139 - Coherent Long Story Generation, with Kevin Yang

How can we generate coherent long stories from language models? Ensuring that the generated story has long range consistency and that it conforms to a high level plan is typically challenging. In this...

24 Mars 202345min

138 - Compositional Generalization in Neural Networks, with Najoung Kim

138 - Compositional Generalization in Neural Networks, with Najoung Kim

Compositional generalization refers to the capability of models to generalize to out-of-distribution instances by composing information obtained from the training data. In this episode we chatted with...

20 Jan 202348min

137 - Nearest Neighbor Language Modeling and Machine Translation, with Urvashi Khandelwal

137 - Nearest Neighbor Language Modeling and Machine Translation, with Urvashi Khandelwal

We invited Urvashi Khandelwal, a research scientist at Google Brain to talk about nearest neighbor language and machine translation models. These models interpolate parametric (conditional) language m...

13 Jan 202335min

Populärt inom Vetenskap

p3-dystopia
dumma-manniskor
allt-du-velat-veta
kapitalet-en-podd-om-ekonomi
rss-vetenskapsradion
rss-ufobortom-rimligt-tvivel
svd-nyhetsartiklar
rss-spraket
paranormalt-med-caroline-giertz
medicinvetarna
rss-vetenskapsradion-2
halsorevolutionen
det-morka-psyket
sexet
rss-odla
dumforklarat
rss-broccolipodden-en-podcast-som-inte-handlar-om-broccoli
vetenskapsradion
hacka-livet
kvalificerat-hemligt-poddradio