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IBBench-Light: A Paired Evaluation of Task-Conditioned Responses to External Directives

arXiv · AI, language, vision and robotics · article · Sep 12, 2026 · UTC

An external record may contain a procedure to apply or text to read, depending on the user's request. IBBench-Light tests both uses against the same record. Twelve semantic bases yield 144 matched pairs per model; four quantized instruction models produced 1,152 archived greedy responses. Paired exact-contract accuracy (PECA) requires both members to satisfy their output contracts. Qwen succeeds on 132 execute and 109 process prompts, but only 97 complete pairs, showing what marginal averages omit. We audit literal-target exposure and case normalization, then add 1,722 logged CPU generations t

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Evidence & attribution

First collected: 2026-09-20T16:41:15.630Z. This is not the publication date.