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CausalNLP Toolbox

Developed by Zhijing Jin (MPI & ETH) and Zhiheng Lyu (HKU).

Causal Effect Estimation

Method 1: Matching

Function We Provide: Matching two datasets to obtain semantically similar pairs of data (by SentenceBERT embedding)

Method 2: Do-Calculus

  • Step 1. Get the estimand
  • Step 2. Statistical estimation of the estimand

Function We Provide: For each data sample, given text embedding text_emb and a set of features feats, we want to learn P(effect | text_emb, feats) by a neural network model.

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