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The Logical Reasoning over Natural Language as Knowledge Representation Benchmark (LRNL-bench) is a collaborative benchmark intended to promote a comprehensive evaluation on the three sub-reasoning aspects of logical reasoning (the three aspects are deductive reasoning, inductive reasoning, and abductive reasoning).