When in a diverse group and a formal setting, the phenomenon of being tongue-tied or experiencing mental gymnastics trying to take into account the diversity of viewpoints, personalities, and individual sensitivities.
I looked into the audience and got diversity handcuffs — I didn’t want to risk any off-the-cuff remarks that might be taken the wrong way.
by ze3l January 10, 2019
Get the diversity handcuffs mug.by P1NGAS November 16, 2022
Get the Diverse Division mug.''The food is un-diverse''
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''This catalogue is really un-diverse, it's just the same items over and over again''.
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''This artists music is un-diverse, it's just the same type of songs''
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
Get the un-diverse 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.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 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
Student 2: What did you expect, they’re name is Diverse Thunder
by I_am_the_senete March 19, 2019
Get the Diverse Thunder mug.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
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
by Big aldo February 7, 2020
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