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In a more recent work [5], the authors tested LLMs on *pure* #causalInference tasks, where all variables are now symbolic (screenshot 1). They constructed systematically a dataset starting by picking variables, to generating all possible #causalGraphs, to finally mapping all possible statistical #correlations. They then “verbalize” these graphs into problems for LLMs to solve for a given causation hypothesis (screenshot 2).
#causalinference #causalgraphs #correlations #paper #nlp #nlproc #causation #causalreasoning #research