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ResearchFormerly WizWand

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Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

4.21PPL

79

Jul 7, 2026

C4 Message length b=8 v1 (test)

100BA

18

May 12, 2026

OpenGen 48 Bits payload (test)

3.58Perplexity

13

Jul 7, 2026

OpenGen 36 Bits payload (test)

3.61Perplexity

13

Jul 7, 2026

OpenGen 24 Bits payload (test)

3.51Perplexity

13

Jul 7, 2026

OpenGen 12 Bits payload (test)

3.53Perplexity

13

Jul 7, 2026

OpenGen 200 generated tokens (test)

3.84Perplexity (12 Bits)

13

Jul 7, 2026

C4 Message length b=64 v1 (test)

99.69BA

12

May 12, 2026

C4 Message length b=32 v1 (test)

100Bit Accuracy

12

May 12, 2026

Qwen3-8B 100 clients

3.5Perplexity (PPL)

5

May 12, 2026

LLaMA 8B 100 clients 3.1

4.83Perplexity (PPL)

5

May 12, 2026

Paragraph-level Paraphrasing Attacks (PPA)

—

—Primary metric

0

May 26, 2026