![]() ![]() Overall, CEREAL can efficiently evaluate clustering with limited We also extend CEREAL from clusterwise annotations to pairwiseĪnnotations. Our framework is agnostic to the choice of clustering algorithm and evaluation We perform an extensive ablation study to show that Our results show thatĬEREAL reduces the area under the absolute error curve by up to 57 Pipeline on three datasets across vision and language. We run experiments to estimate NMI in an active sampling Finally, we pseudo-label the unlabeled data with the Semi-supervised learning and train the surrogate model with both the labeledĪnd unlabeled data. First, we propose novel NMI-basedĪcquisition functions that account for the distinctive properties of clusteringĪnd uncertainties from a learned surrogate model. To that end, we introduce CEREAL, aĬomprehensive framework for few-sample clustering evaluation that extendsĪctive sampling approaches in three key ways. However, we find that their estimation can be biased and Model, the most informative data points for annotation to estimate theĮvaluation metric. Model evaluation literature to actively sub-sample, with a learned surrogate We adapt existing approaches from the few-sample We focus on the underexplored problem of estimating clustering Normalized mutual information (NMI) requires labeled data that can be expensive A box will retail for $5.79.Evaluating clustering quality with reliable evaluation metrics like Boxes will start showing up on shelves at select retailers in mid-December and then nationwide in early 2022. Available in Peanut Butter and Cinnamon Almond Butter varieties, Plentifull features coated flakes with clusters made with oats, almonds, sunflower seeds, and pumpkin seeds. They will hit shelves in mid-January 2022 and have a suggested price of $7.99.įinally, we have Plentiful, auto spellcheck work with me here, Plentifull Cereals, a new line made with real nut butters and has 32 grams of Whole Grain per serving. They’re packed with eight grams of protein, only one gram of sugar, and made with almond, sunflower seeds, and pumpkin seeds. There are two flavors - Toasted Almond and Coconut Almond. Granola bar brand :ratio will have a new cereal line featuring its KETO granola. It comes in a Family Size box ($4.99 MRSP). Like the Cheerios, it’ll be popping up at some retailers this month and will roll out nationwide in early 2022. What I do know is that the PJ Masks cereal has midnight berry-flavored corn cereal with marshmallows. I have no idea what PJ Masks is, but I assume it’s a cartoon and that I’ll be learning more about it when my son gets older. Two box sizes will be offered - Large Size ($5.17 MRSP) and Family Size ($5.38 MRSP). It’ll be available at select retailers in late November and nationwide in early 2022. This one is made with real strawberry and banana puree. Next up is Strawberry Banana Cheerios, which should not be confused with Strawberry Banana Berry Burst Cheerios that contained freeze-dried strawberries and bananas. And now, with the new Reese’s Puffs Cluster Crunch, it looks like we get a version that’s in another unique shape? According to General Mills, it’s “the perfect combination of peanut butter and chocolatey flavors, now in light and crispy corn cereal clusters!” The cereal will be available nationwide in January 2022 and come in a mid-size box ($4.31 MRSP). It’ll come in two sizes - Mid-size ($4.31 MRSP) and Family Size ($5.08 MRSP).įor years, the only new Reese’s Puffs varieties were just different shapes, like bats, hearts, and bunnies. It’ll be available at select retailers beginning in mid-December and available nationwide in early January 2022. They include a Cinnamon Toast Crunch spinoff, a new version of Reese’s Puffs, another Cheerios variety, cereal for a cartoon I’ve never heard of, and two lines of adult-y cereals.ĬinnaGraham Toast Crunch combines the sweet honey flavor of graham crackers with the beloved cinnamon taste of Cinnamon Toast Crunch. General Mills has announced eight new cereals that’ll be hitting shelves this winter. ![]()
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