Diversity

an old, old wooden ship that was used during the Civil War era
What is diversity ron?
by BrickTamlandchannel4 September 13, 2022
mugGet the Diversitymug.

un-diverse

An alternative word used to describe an unvarying/repetitive selection of items or events.
''The food is un-diverse''

OR

''This catalogue is really un-diverse, it's just the same items over and over again''.
OR
''This artists music is un-diverse, it's just the same type of songs''
by TheDaleksTakeYourAnus December 19, 2013
mugGet the un-diversemug.

Diversity Diva

A woman, or someone who identifies as a woman, that achieves a prominent position due to a company's diversity criteria and not her actual ability. This woman then goes and makes a massive diva of herself knowing there is no way for her to be fired.
Alex: What's the story with Grace? She's absolutely useless and a massive bully.
Billy: She's a Diversity Diva; got her job because the company needed more female managers to make quota. No way for her to be thrown out no matter how much of a bitch she makes of herself.
by Wof Woffie Tram September 28, 2022
mugGet the Diversity Divamug.

Diversity

A person who has none of the following traits, Male, White, Heterosexual, Able-bodied with a non-Religious background.
Our Society should embrace diversity.

Meaning = Society should be closed to White Heterosexual Able-Body Males with no strong Religious Convictions.
by Lost in Logic September 8, 2021
mugGet the Diversitymug.

Nuclear Diversity

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.
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
mugGet the Nuclear Diversitymug.

intellectual diversity

Something hypothetically based upon the imagination that doesn't have to be based upon any based fact
Trump created a phrase intellectual diversity that has no one has ever stated on Urban Dictionary.
by buckeyeoh April 24, 2025
mugGet the intellectual diversitymug.

diversity cake

The predictably formulaic ingredients of a programme or ad where almost every group is somehow represented almost as if someone was baking a cake... add a black guy
Few sprinkles of gay
Pinch of disability
Crack a few straight white males
And mix with female lead and bake on channel 11 for half an hour
Oh gawd did you see that ad? Another diversity cake baked and ready to go
by Big aldo February 7, 2020
mugGet the diversity cakemug.

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