Weight Pruning Amplifies Bias (AIIoT 2026)

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Quantization Undoes Alignment — IEEE Cloud Summit 2026

Weight Pruning Amplifies Bias (AIIoT 2026)

updated May 12

36 pruned-LLM artifacts (3 models x 3 methods x 4 sparsities) for AIIoT 2026 bias-amplification paper. Research only - not for deployment.

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plawanrath/gemma-2-9b-it-magnitude-s10-pia

Text Generation • 9B • Updated May 12 • 5

Note gemma-2-9b-it — magnitude pruning at 10% target sparsity
plawanrath/gemma-2-9b-it-magnitude-s30-pia

Text Generation • 9B • Updated May 12 • 7

Note gemma-2-9b-it — magnitude pruning at 30% target sparsity
plawanrath/gemma-2-9b-it-magnitude-s50-pia

Text Generation • 9B • Updated May 12 • 5

Note gemma-2-9b-it — magnitude pruning at 50% target sparsity
plawanrath/gemma-2-9b-it-magnitude-s70-pia

Text Generation • 9B • Updated May 12 • 5

Note gemma-2-9b-it — magnitude pruning at 70% target sparsity
plawanrath/gemma-2-9b-it-random-s10-pia

Text Generation • 9B • Updated May 12 • 4

Note gemma-2-9b-it — random pruning at 10% target sparsity
plawanrath/gemma-2-9b-it-random-s30-pia

Text Generation • 9B • Updated May 12 • 6

Note gemma-2-9b-it — random pruning at 30% target sparsity
plawanrath/gemma-2-9b-it-random-s50-pia

Text Generation • 9B • Updated May 12 • 6

Note gemma-2-9b-it — random pruning at 50% target sparsity
plawanrath/gemma-2-9b-it-random-s70-pia

Text Generation • 9B • Updated May 12 • 6

Note gemma-2-9b-it — random pruning at 70% target sparsity
plawanrath/gemma-2-9b-it-wanda-s10-pia

Text Generation • 9B • Updated May 12 • 6

Note gemma-2-9b-it — wanda pruning at 10% target sparsity
plawanrath/gemma-2-9b-it-wanda-s30-pia

Text Generation • 9B • Updated May 12 • 7

Note gemma-2-9b-it — wanda pruning at 30% target sparsity
plawanrath/gemma-2-9b-it-wanda-s50-pia

Text Generation • 9B • Updated May 12 • 7

Note gemma-2-9b-it — wanda pruning at 50% target sparsity
plawanrath/gemma-2-9b-it-wanda-s70-pia

Text Generation • 9B • Updated May 12 • 5

Note gemma-2-9b-it — wanda pruning at 70% target sparsity
plawanrath/mistral-7b-instruct-v0.3-magnitude-s10-pia

Text Generation • 7B • Updated May 12 • 9

Note mistral-7b-instruct-v0.3 — magnitude pruning at 10% target sparsity
plawanrath/mistral-7b-instruct-v0.3-magnitude-s30-pia

Text Generation • 7B • Updated May 12 • 10

Note mistral-7b-instruct-v0.3 — magnitude pruning at 30% target sparsity
plawanrath/mistral-7b-instruct-v0.3-magnitude-s50-pia

Text Generation • 7B • Updated May 12 • 7

Note mistral-7b-instruct-v0.3 — magnitude pruning at 50% target sparsity
plawanrath/mistral-7b-instruct-v0.3-magnitude-s70-pia

Text Generation • 7B • Updated May 12 • 6

Note mistral-7b-instruct-v0.3 — magnitude pruning at 70% target sparsity
plawanrath/mistral-7b-instruct-v0.3-random-s10-pia

Text Generation • 7B • Updated May 12 • 8

Note mistral-7b-instruct-v0.3 — random pruning at 10% target sparsity
plawanrath/mistral-7b-instruct-v0.3-random-s30-pia

Text Generation • 7B • Updated May 12 • 8

Note mistral-7b-instruct-v0.3 — random pruning at 30% target sparsity
plawanrath/mistral-7b-instruct-v0.3-random-s50-pia

Text Generation • 7B • Updated May 12 • 7

Note mistral-7b-instruct-v0.3 — random pruning at 50% target sparsity
plawanrath/mistral-7b-instruct-v0.3-random-s70-pia

Text Generation • 7B • Updated May 12 • 7

Note mistral-7b-instruct-v0.3 — random pruning at 70% target sparsity
plawanrath/mistral-7b-instruct-v0.3-wanda-s10-pia

Text Generation • 7B • Updated May 12 • 8

Note mistral-7b-instruct-v0.3 — wanda pruning at 10% target sparsity
plawanrath/mistral-7b-instruct-v0.3-wanda-s30-pia

Text Generation • 7B • Updated May 12 • 9

Note mistral-7b-instruct-v0.3 — wanda pruning at 30% target sparsity
plawanrath/mistral-7b-instruct-v0.3-wanda-s50-pia

Text Generation • 7B • Updated May 12 • 8

Note mistral-7b-instruct-v0.3 — wanda pruning at 50% target sparsity
plawanrath/mistral-7b-instruct-v0.3-wanda-s70-pia

Text Generation • 7B • Updated May 12 • 9

Note mistral-7b-instruct-v0.3 — wanda pruning at 70% target sparsity
plawanrath/phi-3.5-mini-instruct-magnitude-s10-pia

Text Generation • 4B • Updated May 12 • 9

Note phi-3.5-mini-instruct — magnitude pruning at 10% target sparsity
plawanrath/phi-3.5-mini-instruct-magnitude-s30-pia

Text Generation • 4B • Updated May 12 • 7 • 1

Note phi-3.5-mini-instruct — magnitude pruning at 30% target sparsity
plawanrath/phi-3.5-mini-instruct-magnitude-s50-pia

Text Generation • 4B • Updated May 12 • 15 • 1

Note phi-3.5-mini-instruct — magnitude pruning at 50% target sparsity
plawanrath/phi-3.5-mini-instruct-magnitude-s70-pia

Text Generation • 4B • Updated May 12 • 6

Note phi-3.5-mini-instruct — magnitude pruning at 70% target sparsity
plawanrath/phi-3.5-mini-instruct-random-s10-pia

Text Generation • 4B • Updated May 12 • 6

Note phi-3.5-mini-instruct — random pruning at 10% target sparsity
plawanrath/phi-3.5-mini-instruct-random-s30-pia

Text Generation • 4B • Updated May 12 • 3

Note phi-3.5-mini-instruct — random pruning at 30% target sparsity
plawanrath/phi-3.5-mini-instruct-random-s50-pia

Text Generation • 4B • Updated May 12 • 5

Note phi-3.5-mini-instruct — random pruning at 50% target sparsity
plawanrath/phi-3.5-mini-instruct-random-s70-pia

Text Generation • 4B • Updated May 12 • 8

Note phi-3.5-mini-instruct — random pruning at 70% target sparsity
plawanrath/phi-3.5-mini-instruct-wanda-s10-pia

Text Generation • 4B • Updated May 12 • 12

Note phi-3.5-mini-instruct — wanda pruning at 10% target sparsity
plawanrath/phi-3.5-mini-instruct-wanda-s30-pia

Text Generation • 4B • Updated May 12 • 7

Note phi-3.5-mini-instruct — wanda pruning at 30% target sparsity
plawanrath/phi-3.5-mini-instruct-wanda-s50-pia

Text Generation • 4B • Updated May 12 • 9

Note phi-3.5-mini-instruct — wanda pruning at 50% target sparsity
plawanrath/phi-3.5-mini-instruct-wanda-s70-pia

Text Generation • 4B • Updated May 12 • 6

Note phi-3.5-mini-instruct — wanda pruning at 70% target sparsity

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