Free Lunch for Pass@$k$? Low Cost Diverse Sampling for Diffusion Language Models | ScienceToStartup | ScienceToStartup

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References (16)

[1]

Time-Annealed Perturbation Sampling: Diverse Generation for Diffusion Language Models

2026Jingxuan Wu, Zhenglin Wan et al.

[2]

Representation-Based Exploration for Language Models: From Test-Time to Post-Training

2025Jens Tuyls, Dylan J. Foster et al.

[3]

Jointly Reinforcing Diversity and Quality in Language Model Generations

Founder's Pitch

"Low-cost enhancement for diffusion language models significantly boosts output diversity without retraining."

LLM Diversification•Score: 7•View PDF ↗

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Free Lunch for Pass@$k$? Low Cost Diverse Sampling for Diffusion Language Models

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References (16)

Founder's Pitch

"Low-cost enhancement for diffusion language models significantly boosts output diversity without retraining."

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Free Lunch for Pass@$k$? Low Cost Diverse Sampling for Diffusion Language Models

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References (16)

Founder's Pitch

"Low-cost enhancement for diffusion language models significantly boosts output diversity without retraining."

Commercial Viability Breakdown

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