QSMF adds a per-rater quality-sensitivity parameter to matrix factorization for Community Notes, needing 26-40% fewer ratings for baseline accuracy and reducing manipulation effects on quality estimates.
Testing a new feature to enhance content on TikTok.https://newsroom.tiktok
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.SI 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Quality-Sensitive Matrix Factorization for Community Notes: Towards Sample Efficiency and Manipulation Resistance
QSMF adds a per-rater quality-sensitivity parameter to matrix factorization for Community Notes, needing 26-40% fewer ratings for baseline accuracy and reducing manipulation effects on quality estimates.