Causal Inference
Related Papers
Reducing Length Bias in Scoring Neural Machine Translation via a Causal Inference Method
AbstractNeural machine translation (NMT) usually employs beam search to expand the searching spaceand obtain more translation candidates. However the increase of the beam size often suffersfrom plenty of short translations …...
Conceptualizing Treatment Leakage in Text-based Causal Inference
AbstractCausal inference methods that control for text-based confounders are becoming increasingly important in the social sciences and other disciplines where text is readily available. However, these methods rely on a …...
Slangvolution: A Causal Analysis of Semantic Change and Frequency Dynamics in Slang
AbstractLanguages are continuously undergoing changes, and the mechanisms that underlie these changes are still a matter of debate. In this work, we approach language evolution through the lens of causality …...
Overcoming Language Priors with Counterfactual Inference for Visual Question Answering
Abstract“Recent years have seen a lot of efforts in attacking the issue of language priors in the field ofVisual Question Answering (VQA). Among the extensive efforts, causal inference is regarded …...