A Simple Method for Commonsense Reasoning

7 Jun 2018Trieu H. TrinhQuoc V. Le

Commonsense reasoning is a long-standing challenge for deep learning. For example, it is difficult to use neural networks to tackle the Winograd Schema dataset (Levesque et al., 2011)... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Common Sense Reasoning Winograd Schema Challenge Ensemble of 14 LMs Score 63.7 # 2
Common Sense Reasoning Winograd Schema Challenge Word-LM-partial Score 62.6 # 3
Common Sense Reasoning Winograd Schema Challenge Char-LM-partial Score 57.9 # 4

Methods used in the Paper


METHOD TYPE
🤖 No Methods Found Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet