294 citations · 690 across the 29 of their papers we have counts for
Showing cs.CLShow all
2 papers · 1 filter
cs.CL2021★ 2 cited
Generating Synthetic Text Data to Evaluate Causal Inference Methods
Zach Wood-Doughty, Ilya Shpitser, Mark Dredze
Drawing causal conclusions from observational data requires making assumptions about the true data-generating process. Causal inference research typically considers low-dimensional…
cs.CL2018
Challenges of Using Text Classifiers for Causal Inference
Zach Wood-Doughty, Ilya Shpitser, Mark Dredze
Causal understanding is essential for many kinds of decision-making, but causal inference from observational data has typically only been applied to structured, low-dimensional dat…