CaM-Gen: Causally Aware Metric-Guided Text Generation

no code implementations • Findings (ACL) 2022 • Navita Goyal, Roodram Paneri, Ayush Agarwal, Udit Kalani, Abhilasha Sancheti, Niyati Chhaya

We leverage causal inference techniques to identify causally significant aspects of a text that lead to the target metric and then explicitly guide generative models towards these by a feedback mechanism.

Causal Inference Text Generation

CaM-Gen:Causally-aware Metric-guided Text Generation

no code implementations • 24 Oct 2020 • Navita Goyal, Roodram Paneri, Ayush Agarwal, Udit Kalani, Abhilasha Sancheti, Niyati Chhaya

We leverage causal inference techniques to identify causally significant aspects of a text that lead to the target metric and then explicitly guide generative models towards these by a feedback mechanism.

Causal Inference Text Generation