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Reduce repeated prompt tokens in listwise relevance scoring - #2
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hotchpotch
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September 21, 2026 05:14
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Summary
The default listwise relevance prompt repeated its full instructions for every document. Store the evaluation rubric once per request and use shorter per-document references with explicit true/false criteria.
The updated preset considers both evidence usefulness and retrieval relevance, including partial answers and supporting facts. Existing library calls require no new options; the default threshold remains 0.2. Scores and filtering decisions may change.
--query-limit,--split-state-budget, and--split-request-budgetcontrols. Document Gemma tokenizer usage with explicit budgets.Validation
uv run --locked tox: 209 tests passed, 52 live tests skipped; lint and type checks passed.uv run --locked pytest tests/test_instructions.py: 60 passed.git diff --cached --check: passed before committing.