The summarizer rate-distortion function lower-bounds any summary's compression rate at a given distortion, and a Gaussian embedding approximation makes it computable on real datasets.
COSMIC: Mutual information for task-agnostic summarization evaluation,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.IT 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
support 1representative citing papers
citing papers explorer
-
A Rate-Distortion Framework for Summarization
The summarizer rate-distortion function lower-bounds any summary's compression rate at a given distortion, and a Gaussian embedding approximation makes it computable on real datasets.