PrOntoQA (Proof and Ontology-Generated Question-Answering)
Introduced by Saparov et al. in Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought
PrOntoQA is a question-answering dataset which generates examples with chains-of-thought that describe the reasoning required to answer the questions correctly. The sentences in the examples are syntactically simple and amenable to semantic parsing. It can be used to formally analyze the predicted chain-of-thought from large language models such as GPT-3.
Source: Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-ThoughtPapers
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