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SCATR accepted to COLM 2026’s Workshop on Efficient Reasoning
A SCATR presenter says the method uses a small calibration set to train a lightweight scorer on an LLM’s own representations, ranking candidate answers without a heavyweight verifier.
TLDR
A SCATR presenter announced its acceptance to COLM 2026’s Workshop on Efficient Reasoning. They say the method improves over confidence-based ranking by up to 9% across coding and math, while using dramatically fewer trainable parameters than heavier alternatives.
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