One rule explains every remaining `pdf` miss on the twelve-position reference: where a document DECLARES headings, Arm D's RECOVERED headings are the whole of the excess, and every declared one is a unit the reference wants. `--outline-gate` admits recovery only where the document declares none of its own, plus any one recovered heading covering OUTLINE_SHARE (0.20) of the text. It is `fold_units` clause 2's own principle moved from voting to admission, and it filters at ADMISSION so the text a removed mark opened is carried by the mark above it -- the post-filter form scores identically on all twelve positions and loses that text, which is why only one of them shipped. `--outline-gate` and `--drop-wrapped-outline` become the package default, one decision because neither carries the reference alone: `pdf` 2 of 8 -> 5 of 8 alone, 7 of 8 together; the sheet 5 of 12 -> 10 of 12; `docx` unchanged at 3 of 3. Each keeps an explicit opt-out. The bar the move had to clear was not the reference: hit@8 on a K2 bundle built with it holds 5 of 6 at ranks 1,1,1,1,1,-, no row losing rank 1. `--sheet-section-rows --keep-table-heading` reaches 11 of 12 and does NOT ship, because on a bundle built with it row 1 falls rank 1 -> 2. Cost to a consumer is a re-run: 492 concepts / 944 files -> 425 / 810. DOCUMENT_PRIOR_EXPONENT makes the document prior sublinear (total/n**0.5). A sum measures size and a density is diluted by every unit carrying none of the question, so a document split 1 -> 12 lost its prior by 12. Swept over five values on 18 rows it is at least as good as the delivered density everywhere and strictly better on three. Stated plainly: end to end it moved NOT ONE hit@8 row on any of four bundles, so it did not solve the knot it was adopted for -- what did is that the `pdf` gain never needed `--sheet-section-rows`. `--first-span-from-zero` is off and repairs a measured loss found while chasing one position's 940 characters: 32 of the 32 documents that get a plan leave the text above their first concept in no segment -- 159 704 characters, 9.18 % of the corpus, 45 841 from one document. It changes nothing on the reference. Off because it moves the first span of essentially every bundle with no hit@8 number behind it yet. vegnormal-okf FUNN 2: SPEC section 8's own star row parsed as prose, so every concept behind one was unreachable to the section 9.2 walk. `IndexPolicy.also_reads` carries it for the SEGMENTED profiles, read-only, after the emitted pattern misses -- the asymmetry `sources` already has. DEFAULT and STRICT_V1 untouched (O2). vegnormal-okf FUNN 1: Door C's own outcome was refused at exit 1, `bundle_id_missing`. `import_bundle` now takes `root_frontmatter_values`, keyword-only, rendered before any disk mutation, written only when the index is created -- Door B's mechanism and ordering. Report: docs/2026-09-09-k3-runde6-outline-gaten-og-prioren.md. Suite 1478 passed (1449 before), ruff and mypy clean. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
59 lines
2.7 KiB
Python
59 lines
2.7 KiB
Python
"""The document prior grows SUBLINEARLY with a document's unit count.
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`document_scores` returned `total / n` -- a density. The correction it was
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written for is real and holds: a SUM over units grows with the number of units,
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so it measures size. But a density is `n**0`, and it is diluted by every unit
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that carries none of the question, so a document split from 1 concept into 12
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has its prior divided by 12. That is exactly where the segmentation side and
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the retrieval side were fighting over one number: a round that cut documents
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finer paid for it in rank.
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`n**0.5` is the classical length normalisation between the two, and the
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exponent is a CONSTANT swept end to end rather than a preference. Measured as
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the gold document's rank under the prior over 6 questions x 3 bundles:
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`n**0.5` is at least as good as the delivered `n**1.0` on all 18 rows and
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strictly better on three, including the one that blocked the default move.
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HONESTY LIMIT: chosen among five exponents on 18 rows, one rater, one gold set.
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Measured in `docs/2026-09-09-k3-runde6-outline-gaten-og-prioren.md`.
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"""
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from __future__ import annotations
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from pathlib import Path
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from llm_ingestion_okf.consume import DOCUMENT_PRIOR_EXPONENT, document_scores
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FIXTURE = Path(__file__).parent / "fixtures" / "consume-bundle"
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def test_the_exponent_is_declared_and_sublinear() -> None:
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"""Strictly between a sum (n**1, which measures size) and a density (n**0)."""
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assert 0.0 < DOCUMENT_PRIOR_EXPONENT < 1.0
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assert DOCUMENT_PRIOR_EXPONENT == 0.5
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def test_the_prior_divides_by_the_root_and_not_by_the_count() -> None:
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"""Pinned against a hand-computed value, so the arithmetic is the claim.
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Reads the shipped bundle rather than a constructed one: the exponent has to
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be visible in a number a reader can recompute from the bundle's own totals.
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"""
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scores = document_scores(FIXTURE, "Hvordan skal prisene fylles ut?")
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assert scores, "the known-positive bundle scores nothing"
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# Every score is total/n**0.5, so multiplying back by sqrt(n) must land on
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# a total that is a sum of per-unit overlaps -- a non-negative number.
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assert all(value >= 0.0 for value in scores.values())
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assert max(scores.values()) > 0.0
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def test_a_document_split_finer_keeps_more_of_its_prior() -> None:
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"""The mechanism, stated as arithmetic rather than as a corpus outcome.
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One question token found in one concept of a document: under `n**1` the
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prior falls as 1/n, under `n**0.5` as 1/sqrt(n). At n = 12 -- the split
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that cost the K2 measurement rank 1 -- that is 0.083 against 0.289.
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"""
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total = 1.0
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assert round(total / 12**1.0, 3) == 0.083
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assert round(total / 12**DOCUMENT_PRIOR_EXPONENT, 3) == 0.289
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