The benchmark contains 108 pairs of variables and the task is to infer which one causes the other. Best accuracy using causal discovery methods is 70-80%. On 75 pairs we've evaluated, ChatGPT obtains 92.5%. And it doesn't even use the data. All it needs are the variable names!