A Knowledge Hunting Framework for Common Sense Reasoning
Ali Emami
Noelia De La Cruz
Adam Trischler
Kaheer Suleman
We introduce an automatic system that achieves state-of-the-art results on the Winograd Schema Challenge (WSC), a common sense reasoning tas… (see more)k that requires diverse, complex forms of inference and knowledge. Our method uses a knowledge hunting module to gather text from the web, which serves as evidence for candidate problem resolutions. Given an input problem, our system generates relevant queries to send to a search engine, then extracts and classifies knowledge from the returned results and weighs them to make a resolution. Our approach improves F1 performance on the full WSC by 0.21 over the previous best and represents the first system to exceed 0.5 F1. We further demonstrate that the approach is competitive on the Choice of Plausible Alternatives (COPA) task, which suggests that it is generally applicable.
Introduction to NIPS 2017 Competition Track
Sergio Escalera
Markus Weimer
Mikhail Burtsev
Valentin Malykh
Varvara Logacheva
Ryan Lowe
Iulian V. Serban
Alexander Rudnicky
Alan W. Black
Shrimai Prabhumoye
Łukasz Kidziński
Sharada Prasanna Mohanty
Carmichael F. Ong
Jennifer L. Hicks
Sergey Levine
Marcel Salathé
Scott Delp
Iker Huerga
Alexander Grigorenko … (see 19 more)
Leifur Thorbergsson
Anasuya Das
Kyla Nemitz
Jenna Sandker
Stephen King
Alexander S. Ecker
Leon A. Gatys
Matthias Bethge
Jordan Boyd-Graber
Shi Feng
Pedro Rodriguez
Mohit Iyyer
He He
Hal Daumé III
Sean McGregor
Amir Banifatemi
Alexey Kurakin
Ian G Goodfellow
Samy Bengio
The First Conversational Intelligence Challenge
Mikhail Burtsev
Varvara Logacheva
Valentin Malykh
Iulian V. Serban
Ryan Lowe
Shrimai Prabhumoye
Alan W. Black
Alexander Rudnicky
Deep Graph Infomax
Petar Veličković
William Fedus
William L. Hamilton
Pietro Lio
Deep Graph Infomax
Petar Veličković
William Fedus
William L. Hamilton
Pietro Lio
Deep Graph Infomax
Petar Veličković
William Fedus
William L. Hamilton
Pietro Lio
Deep Graph Infomax
Petar Veličković
William Fedus
William L. Hamilton
Pietro Lio
Deep Graph Infomax
Petar Veličković
William Fedus
William L. Hamilton
Pietro Lio
Deep Graph Infomax
Petar Veličković
William Fedus
William L. Hamilton
Pietro Lio
Deep Graph Infomax
Petar Veličković
William Fedus
William L. Hamilton
Pietro Lio
Deep Graph Infomax
Petar Veličković
William Fedus
William L. Hamilton
Pietro Lio
Deep Graph Infomax
Petar Veličković
William Fedus
William L. Hamilton
Pietro Lio