Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering

Benchmark Model Rank Results
science-question-answering-on-scienceqaGPT-3 - CoT (QCM→ALE , 2-shot)#5Avg. Accuracy: 75.17Natural Science: 75.44Social Science: 70.87
science-question-answering-on-scienceqaGPT-3 - CoT(QCM→AE, 2-shot)#6Avg. Accuracy: 74.61Natural Science: 76.60Social Science: 65.92
science-question-answering-on-scienceqaUnifiedQA-BASE - CoT (QCM→ALE)#7Avg. Accuracy: 74.11Natural Science: 71.00Social Science: 76.04
science-question-answering-on-scienceqaGPT-3 (QCM→A, 2-shot)#8Avg. Accuracy: 73.97Natural Science: 74.64Social Science: 69.74