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Interestingly, a tuned length-threshold baseline performs very competitively and even beats Wayfinder on one of the benchmark sets. My intuition is that structural signals become more useful as prompt formats get more heterogeneous (code reviews, logs, tables, long instructions, etc.), but I’d love to see more real-world data.

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