conftrace_

cost-efficient inference

2 papers

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Co-occurring keywords · papers mentioning both

difficulty-adaptive sampling (1) large language model (1) cascaded reasoning (1) small language model (1) multi-step reasoning (1) inference cost (1) posterior distribution (1) adaptive sampling (1) confidence calibration (1) chain-of-thought reasoning (1)

Papers

Confidence-Calibrated Small-Large Language Model Collaboration for Cost-Efficient Reasoning EACL 2026 Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning NAACL 2025