The few people a high school theater director will cast to make it seem like they don't only cast the same group of people.
I.e. A diversity hire but for highschool theater
I.e. A diversity hire but for highschool theater
Person 1: Dude I can't believe Mr. Brown only casts the same people outside of ensemble
Person 2: Yeah, ensemble are all his diversity casts
Person 2: Yeah, ensemble are all his diversity casts
by Herr Magie January 10, 2024
Get the Diversity Cast mug.by BrickTamlandchannel4 September 13, 2022
Get the Diversity mug.Term that describes someone who sees people not as individuals but rather as representatives of the demographic group they belong to based on race, ethnicity, sexual orientation, and so on
^ My gay friend, Naomi, who is black and Latina, got the results of her DNA test back today and found out she is 1/64 Native American!
> Yeah? So what?
^ So what? The little Diversity Ninja inside me is excited for her. That's what's "So what". Duh!
> Oh...
> Yeah? So what?
^ So what? The little Diversity Ninja inside me is excited for her. That's what's "So what". Duh!
> Oh...
by thurb March 31, 2023
Get the Diversity Ninja mug.Something hypothetically based upon the imagination that doesn't have to be based upon any based fact
by buckeyeoh April 24, 2025
Get the intellectual diversity mug.A knowledge distillation approach that uses extreme loss function weighting to force neural networks to preserve semantic differences between distinct concepts while preventing mode collapse. The technique employs "nuclear" (extreme) lambda parameters that heavily weight diversity preservation over teacher alignment, ensuring that different input concepts produce genuinely different vector representations.
Key characteristics:
Uses extreme weighting ratios (e.g., λ_diversity = 2.0-6.0 vs λ_alignment = 0.02-0.1)
Prevents mode collapse where different inputs produce nearly identical outputs
Maintains semantic separation in compressed vector spaces
Applied in the LN (Learning Networks) Semantic Encoder architecture
Measures success by reducing cosine similarity between different concepts from ~0.99 to ~0.3-0.7
The term "nuclear" emphasizes the aggressive, sometimes extreme measures needed to solve fundamental problems in neural network training where subtle parameter adjustments fail to achieve the desired diversity preservation.
Key characteristics:
Uses extreme weighting ratios (e.g., λ_diversity = 2.0-6.0 vs λ_alignment = 0.02-0.1)
Prevents mode collapse where different inputs produce nearly identical outputs
Maintains semantic separation in compressed vector spaces
Applied in the LN (Learning Networks) Semantic Encoder architecture
Measures success by reducing cosine similarity between different concepts from ~0.99 to ~0.3-0.7
The term "nuclear" emphasizes the aggressive, sometimes extreme measures needed to solve fundamental problems in neural network training where subtle parameter adjustments fail to achieve the desired diversity preservation.
The researchers implemented nuclear diversity in their knowledge distillation pipeline, using extreme lambda weighting of 6.0 for diversity preservation versus 0.02 for teacher alignment, successfully reducing semantic collapse from 0.998 to 0.324 cosine similarity between distinct concepts.
by Trentism July 9, 2025
Get the Nuclear Diversity mug.A person (typically a female) that prefers the dating preference of all races. It stands for Every beautiful type truly radiates passion; their diverse preference captures vibrant openness.
“Hey after being a snow bunny for years I think I now prefer all races.” “Congrats on joining the equal bohemian tongue tag rat piss troglodyte diverse preference carmel vanilla omni life!”
by Jaydome12543 February 12, 2025
Get the equal bohemian tongue tag rat piss troglodyte diverse preference carmel vanilla omni mug.Our company needs more "Diversity" Why isn't everyone black I'm racist can't we just turn the planet dark and make a bigger ghetto.
by Dixie's finest December 23, 2022
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