Before revision:  To better understand these challenges, we present a survey on societal biases in language generation, focusing on how  techniques contribute to biases and on progress towards bias analysis and mitigation .
After revision:  To better understand these challenges, we present a survey on societal biases in language generation, focusing on how data and techniques contribute to biases and on progress towards bias analysis and mitigation .