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EvaluationHard· cost optimization· latency· attribution

Your automatic attribution judge is too expensive, but...

The cost of attribution can be managed by sequencing the evaluation. By using a lightweight filter to identify unresolved pronouns or dangling referents, you can immediately flag problematic sentences without invoking the expensive judge. This preserves the rigor of the full attribution check for the cases that actually require it, while significantly reducing the total compute cost per sentence.

Code playground (Python)