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NLP Highlights

Welcome to the NLP highlights podcast, where we invite researchers to talk about their work in various areas in natural language processing. The hosts are the members of the AllenNLP team at Allen Ins... Read more

Ranked #1

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36 - Attention Is All You Need, with Ashish Vaswani and Jakob Uszkoreit

36 - Attention Is All You Need, with Ashish Vaswani and Jakob Uszkoreit

NIPS 2017 paper.We dig into the details of the Transformer, from the "attention is all you need" paper. Ashish and Jako... Read more

23 Oct 2017

41mins

Ranked #2

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116 - Grounded Language Understanding, with Yonatan Bisk

116 - Grounded Language Understanding, with Yonatan Bisk

We invited Yonatan Bisk to talk about grounded language understanding. We started off by discussing an overview of the t... Read more

3 Jul 2020

59mins

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Ranked #3

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114 - Behavioral Testing of NLP Models, with Marco Tulio Ribeiro

114 - Behavioral Testing of NLP Models, with Marco Tulio Ribeiro

We invited Marco Tulio Ribeiro, a Senior Researcher at Microsoft, to talk about evaluating NLP models using behavioral t... Read more

26 May 2020

43mins

Ranked #4

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56 - Deep contextualized word representations, with Matthew Peters

56 - Deep contextualized word representations, with Matthew Peters

NAACL 2018 paper, by Matt Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Chris Clark, Kenton Lee, and Luke Zettlemoyer... Read more

4 Apr 2018

30mins

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Ranked #5

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113 - Managing Industry Research Teams, with Fernando Pereira

113 - Managing Industry Research Teams, with Fernando Pereira

We invited Fernando Pereira, a VP and Distinguished Engineer at Google, where he leads NLU and ML research, to talk abou... Read more

22 May 2020

42mins

Ranked #6

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28 - Data Programming: Creating Large Training Sets, Quickly

28 - Data Programming: Creating Large Training Sets, Quickly

NIPS 2016 paper by Alexander Ratner and coauthors in Chris Ré's group at Stanford, presented by Waleed.The paper present... Read more

11 Jul 2017

25mins

Ranked #7

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15 - Attention and Augmented Recurrent Neural Networks

15 - Attention and Augmented Recurrent Neural Networks

http://distill.pub/2016/augmented-rnns/

6 Jun 2017

14mins

Ranked #8

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23 - Get To The Point: Summarization with Pointer-Generator Networks

23 - Get To The Point: Summarization with Pointer-Generator Networks

ACL 2017 paper by Abigail See, Peter Liu, and Chris Manning.Matt presents the paper, describing the task (summarization ... Read more

26 Jun 2017

17mins

Ranked #9

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02 - Bidirectional Attention Flow for Machine Comprehension

02 - Bidirectional Attention Flow for Machine Comprehension

https://www.semanticscholar.org/paper/Bidirectional-Attention-Flow-for-Machine-Seo-Kembhavi/007ab5528b3bd310a80d553cccad... Read more

12 May 2017

14mins

Ranked #10

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03 - FastQA: A Simple and Efficient Neural Architecture for Question Answering

03 - FastQA: A Simple and Efficient Neural Architecture for Question Answering

https://www.semanticscholar.org/paper/FastQA-A-Simple-and-Efficient-Neural-Architecture-Weissenborn-Wiese/7c1576b96a1e24... Read more

12 May 2017

9mins

Ranked #11

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26 - Structured Attention Networks, with Yoon Kim

26 - Structured Attention Networks, with Yoon Kim

ICLR 2017 paper, by Yoon Kim, Carl Denton, Luong Hoang, and Sasha Rush.Yoon comes on to talk with us about his paper. T... Read more

30 Jun 2017

25mins

Ranked #12

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04 - Recurrent Neural Network Grammars, with Chris Dyer

04 - Recurrent Neural Network Grammars, with Chris Dyer

An interview with Chris Dyer.https://www.semanticscholar.org/paper/Recurrent-Neural-Network-Grammars-Dyer-Kuncoro/1594d9... Read more

12 May 2017

24mins

Ranked #13

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40 - On the State of the Art of Evaluation in Neural Language Models, with Gábor Melis

40 - On the State of the Art of Evaluation in Neural Language Models, with Gábor Melis

Recent arxiv paper by Gábor Melis, Chris Dyer, and Phil Blunsom.Gábor comes on the podcast to tell us about his work. H... Read more

7 Nov 2017

29mins

Ranked #14

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22 - Deep Multitask Learning for Semantic Dependency Parsing, with Noah Smith

22 - Deep Multitask Learning for Semantic Dependency Parsing, with Noah Smith

An interview with Noah Smith.Noah tells us about his work with his students Hao Peng and Sam Thomson. We talk about wha... Read more

16 Jun 2017

31mins

Ranked #15

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11 - Relation Extraction with Matrix Factorization and Universal Schemas

11 - Relation Extraction with Matrix Factorization and Universal Schemas

https://www.semanticscholar.org/paper/Relation-Extraction-with-Matrix-Factorization-and-Riedel-Yao/52b5eab895a2d9ae24ea7... Read more

29 May 2017

15mins

Ranked #16

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20 - A simple neural network module for relational reasoning

20 - A simple neural network module for relational reasoning

The recently-hyped paper that got "superhuman" performance on FAIR's CLEVR dataset.https://arxiv.org/abs/1706.01427

14 Jun 2017

17mins

Ranked #17

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99 - Evaluating Protein Transfer Learning, With Roshan Rao And Neil Thomas

99 - Evaluating Protein Transfer Learning, With Roshan Rao And Neil Thomas

For this episode, we chatted with Neil Thomas and Roshan Rao about modeling protein sequences and evaluating transfer le... Read more

16 Dec 2019

44mins

Ranked #18

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95 - Common sense reasoning, with Yejin Choi

95 - Common sense reasoning, with Yejin Choi

In this episode, we invite Yejin Choi to talk about common sense knowledge and reasoning, a growing area in NLP. We sta... Read more

7 Oct 2019

35mins

Ranked #19

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94 - Decompositional Semantics, with Aaron White

94 - Decompositional Semantics, with Aaron White

In this episode, Aaron White tells us about the decompositional semantics initiative (Decomp), an attempt to re-think th... Read more

30 Sep 2019

27mins

Ranked #20

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96 - Question Answering as an Annotation Format, with Luke Zettlemoyer

96 - Question Answering as an Annotation Format, with Luke Zettlemoyer

In this episode, we chat with Luke Zettlemoyer about Question Answering as a format for crowdsourcing annotations of var... Read more

12 Nov 2019

29mins

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