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Home/Authors/Nafis Saami Azad

Nafis Saami Azad

1 indexed paper

Recent (6 mo)
1
With code
0
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Publications per year

1
26

Top categories

AI×1

Frequent co-authors

Fares Nabil Ibrahim1×
Raiyan Abdul Baten1×

Research Timeline

2026
Anchorless Diversification for Parallel LLM Ideation

The paper compares anchorless methods for diversifying LLM-generated idea pools against traditional anchor-dependent methods, finding that semantic direction stratification offers the best balance of diversity, quality, and computational efficiency.

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Papers

cs.AIRecentMay 28, 2026

Anchorless Diversification for Parallel LLM Ideation

Fares Nabil Ibrahim, Nafis Saami Azad, Raiyan Abdul Baten

The paper compares anchorless methods for diversifying LLM-generated idea pools against traditional anchor-dependent methods, finding that semantic direction stratification offers the best balance of…

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