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2026 1

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Boosting Self-Consistency with Ranking

cs.CL · 2026-06-03 · unverdicted · novelty 6.0

RISC reformulates self-consistency answer selection as a ranking task solved by a lightweight LambdaRank model with five hand-designed features, yielding better accuracy-efficiency trade-offs than majority voting on QA benchmarks.

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  • Boosting Self-Consistency with Ranking cs.CL · 2026-06-03 · unverdicted · none · ref 43

    RISC reformulates self-consistency answer selection as a ranking task solved by a lightweight LambdaRank model with five hand-designed features, yielding better accuracy-efficiency trade-offs than majority voting on QA benchmarks.