Unsupervised Deep Structured Semantic Models for Commonsense Reasoning

Benchmark Model Rank Results
coreference-resolution-on-winograd-schemaDSSMAccuracy: 63.0
coreference-resolution-on-winograd-schemaUDSSM-IAccuracy: 54.5
coreference-resolution-on-winograd-schemaUDSSM-I (ensemble)Accuracy: 57.1
coreference-resolution-on-winograd-schemaUDSSM-IIAccuracy: 59.2
coreference-resolution-on-winograd-schemaUDSSM-II (ensemble)Accuracy: 62.4
natural-language-understanding-on-pdp60DSSMAccuracy: 75.0
natural-language-understanding-on-pdp60UDSSM-I (ensemble)Accuracy: 76.7
natural-language-understanding-on-pdp60UDSSM-IIAccuracy: 75
natural-language-understanding-on-pdp60UDSSM-II (ensemble)Accuracy: 78.3