Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot Learners

Benchmark Model Rank Results
common-sense-reasoning-on-winograndeFlipped-3B#50Accuracy: 58.56
coreference-resolution-on-winograd-schemaFlipped-3B#51Accuracy: 58.37
natural-language-inference-on-anli-testFlipped-3B#10A1: 39.99A2: 37.05A3: 37.73
natural-language-inference-on-rteFlipped-3B#45Accuracy: 71.05
question-answering-on-copaFlipped-3B#17Accuracy: 89.88
question-answering-on-storyclozeFlipped-3B#2Accuracy: 95.88
sentence-completion-on-hellaswagFlipped-3B#60Accuracy: 41.6
word-sense-disambiguation-on-words-in-contextFlipped-3B#22Accuracy: 50.42