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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.

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.

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.

Diverse City

The community associated with DC (Diverse City) Talk. Usually used to refer to the crowd listening to DC Talk or a solo member of DC Talk like Toby Mac
by Hacquer January 19, 2022
mugGet the Diverse Citymug.

Diverse Thunder

A team of diverse people, such as race or gender, that are put in a competitive situation and are determined to be victorious
Student 1: Dude that team is gonna crush us.

Student 2: What did you expect, they’re name is Diverse Thunder
by I_am_the_senete March 19, 2019
mugGet the Diverse Thundermug.

Pigeon Diversity

Diverse characteristics among the pigeon community such as traits, features, behaviour and habitat.
Human: All pigeons are sky rats.
Dove: That’s my cousin your talking about!
Human: You can’t be related, your too pretty.
Dove: Actually, I’m from the same family as pigeons. We are all diverse. Pigeon diversity some may say.
by ennyann November 24, 2021
mugGet the Pigeon Diversitymug.

Diversity

“BuT tHeY dOn’T tAlK aBoUt DiVeRsItY oF tHoUgHt!” ~ A Dumb
Hym “And by ‘Diversity of thought’ you mean whatever you think AND woke ideology right? .......Right? Noooo.... Heheheh! No you fuckin don’t! AAAHAHAHAHAHAHAHAHA!!!”
by Hym Iam November 16, 2022
mugGet the Diversitymug.

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