핵심 개념
DECIDER is a rule-controllable decoding strategy inspired by dual-system cognitive theory, guiding language generation towards targets in a human-like manner.
초록
The article introduces DECIDER, a rule-controllable decoding strategy for language generation inspired by dual-system cognitive theory. It aims to balance text quality and target satisfaction by following high-level rules. The method involves a pre-trained language model equipped with a logic reasoner to guide generation direction towards specific targets. Experimental results demonstrate the effectiveness of DECIDER in generating text that meets certain rules in a more human-like manner.
통계
DECIDER is a rule-controllable decoding strategy for language generation.
The method involves a pre-trained language model equipped with a logic reasoner.
Experimental results demonstrate the effectiveness of DECIDER in guiding generation towards specific targets.
인용구
"DECIDER allows rule signals to flow into the PLM at each decoding step."
"The final content of our speech is formed through the interplay of two systems."