✨The Sequential Edge: Inverse-Entropy Voting Beats Parallel Self-Consistency at Matched Compute
📝 Summary:
Sequential scaling for language model reasoning consistently outperforms parallel self-consistency at matched compute, achieving significant accuracy gains. The paper introduces inverse-entropy weighted voting to further enhance sequential scaling, establishing it as the superior test-time strate...
🔹 Publication Date: Published on Nov 4
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.02309
• PDF: https://arxiv.org/pdf/2511.02309
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For more data science resources:
✓ https://t.iss.one/DataScienceT
#LLM #AIReasoning #SelfConsistency #SequentialScaling #InverseEntropy
📝 Summary:
Sequential scaling for language model reasoning consistently outperforms parallel self-consistency at matched compute, achieving significant accuracy gains. The paper introduces inverse-entropy weighted voting to further enhance sequential scaling, establishing it as the superior test-time strate...
🔹 Publication Date: Published on Nov 4
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.02309
• PDF: https://arxiv.org/pdf/2511.02309
==================================
For more data science resources:
✓ https://t.iss.one/DataScienceT
#LLM #AIReasoning #SelfConsistency #SequentialScaling #InverseEntropy