Add the natural-coding definition files with single-pass convergence

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

prompts/01-01-01-tag.md

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+You are annotating song lyrics for a content-analysis corpus.
+
+Input: the complete lyrics of one song.
+
+Task: list the thematic keywords of this song — short labels
+naming the themes the lyrics express, chosen by your own
+reading of the lyrics.
+
+Rules:
+
+- Give between 5 and 10 thematic keywords.
+- Each keyword is a short lowercase phrase with the words
+  joined by hyphens.
+- For each keyword, quote 1 to 3 verbatim lines of the lyrics
+  that ground it; do not give a keyword you cannot ground.
+
+Output a single JSON object mapping each keyword to its list
+of quotes, and nothing else:
+
+{
+  "first-keyword": ["quoted line", "another quoted line"],
+  "second-keyword": ["quoted line"]
+}

prompts/01-02-01-merge.md

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+You are consolidating a vocabulary of thematic keywords that
+were independently annotated on the songs of a corpus.
+
+Input: a JSON array of thematic keywords, deduplicated and
+unordered.
+
+Task: merge keywords that express the same or nearly the same
+theme, by your own understanding of what the keywords mean.
+
+Rules:
+
+- Every input keyword must appear in exactly one group.
+- Do not invent keywords that are not in the input.
+- Merge only what you consider the same theme; a group may be
+  a single keyword.
+- Name each group with a short lowercase phrase, words joined
+  by hyphens, that best names the theme it gathers.  Group
+  names must be unique.
+
+Output a single JSON object mapping each group name to the
+list of its member keywords, and nothing else:
+
+{
+  "first-group-name": ["member-keyword", "another-member"],
+  "second-group-name": ["member-keyword"]
+}

prompts/01-03-01-cap.md

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+You are consolidating a vocabulary of thematic keywords
+from a song corpus further, to a fixed maximum number of
+themes.
+
+Input: a JSON array of thematic keywords, deduplicated and
+unordered.
+
+Task: merge keywords that express the same or a similar
+theme, by your own understanding of what the keywords mean,
+until at most 50 groups remain.
+
+Rules:
+
+- Every input keyword must appear in exactly one group.
+- Do not invent keywords that are not in the input.
+- Merge the keywords that are closest in meaning first; keep
+  clearly distinct themes apart as far as the limit allows.
+  A group may be a single keyword.
+- Name each group with a short lowercase phrase, words joined
+  by hyphens, that best names the theme it gathers.  Group
+  names must be unique.
+
+Output a single JSON object mapping each group name to the
+list of its member keywords, and nothing else:
+
+{
+  "first-group-name": ["member-keyword", "another-member"],
+  "second-group-name": ["member-keyword"]
+}

prompts/01-04-01-code.md

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+You are coding song lyrics against a fixed vocabulary of
+thematic keywords.
+
+Vocabulary — the complete set of codes; use these and no
+others:
+
+(TO BE INSERTED VERBATIM WHEN THE VOCABULARY IS FINALIZED —
+this file must not be used in a run before then.)
+
+Input: the complete lyrics of one song.
+
+Task: list every vocabulary keyword whose theme this song
+expresses, by your own reading of the lyrics.
+
+Rules:
+
+- Use only keywords from the vocabulary, spelled exactly as
+  given.
+- A song may match any number of keywords, including none.
+- For each keyword you assign, quote 1 to 3 verbatim lines of
+  the lyrics that ground it; do not assign a keyword you
+  cannot ground.
+
+Output a single JSON object mapping each assigned keyword to
+its list of quotes (an empty object when no keyword applies),
+and nothing else:
+
+{
+  "first-keyword": ["quoted line", "another quoted line"],
+  "second-keyword": ["quoted line"]
+}

prompts/01-04-02-code-arb.md

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+You are arbitrating between two independent codings of the
+same song against the same fixed vocabulary of thematic
+keywords.
+
+The keywords the two codings agree on have been settled by
+script and are not shown.  You rule only on the
+disagreements: the keywords assigned by one coding but not
+the other.
+
+Input: a JSON object with the lyrics of the song and the
+disagreements — each disagreement maps a keyword to the lyric
+quotes the assigning coding gave as evidence:
+
+{
+  "lyrics": "...",
+  "disagreements": {
+    "first-keyword": ["quoted line", "another quoted line"],
+    "second-keyword": ["quoted line"]
+  }
+}
+
+Task: for each disagreement keyword, decide whether the song
+expresses that theme, by your own reading of the lyrics and
+of the quoted evidence.
+
+Rules:
+
+- Rule on every listed keyword: keep it or drop it.
+- Keep a keyword only when you can ground it in verbatim
+  lines of the lyrics; quote them.
+- Do not add any keyword that is not listed.
+
+Output a single JSON object mapping each kept keyword to your
+list of quotes, and nothing else.  A dropped keyword is simply
+left out; output an empty object when nothing is kept:
+
+{
+  "kept-keyword": ["quoted line", "another quoted line"]
+}

prompts/02-01-01-screen.md

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+You are screening song lyrics for one specific theme.
+
+Input: the complete lyrics of one song.
+
+Task: judge whether this song expresses the theme
+"women-power", by your own understanding of
+that label.
+
+Rules:
+
+- If the song expresses the theme, quote 1 to 3 verbatim
+  lines of the lyrics that ground the judgment; if you cannot
+  ground it in a quote, the answer is no.
+
+Output a single JSON array and nothing else: the quoted
+lines when the song expresses the theme, or an empty array
+when it does not:
+
+["quoted line", "another quoted line"]

prompts/02-01-02-screen-arb.md

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+You are arbitrating a screening of song lyrics for one
+specific theme: two independent screenings of the same song
+disagreed on whether it expresses the theme
+"women-power".
+
+Input: a JSON object with the lyrics of the song and the
+lyric quotes that the affirming screening gave as evidence:
+
+{
+  "lyrics": "...",
+  "evidence": ["quoted line", "another quoted line"]
+}
+
+Task: decide whether the song expresses the theme, by your
+own understanding of the label, reading the lyrics and the
+quoted evidence.
+
+Rules:
+
+- If the song expresses the theme, quote 1 to 3 verbatim
+  lines of the lyrics that ground the judgment; if you cannot
+  ground it in a quote, the answer is no.
+
+Output a single JSON array and nothing else: the quoted
+lines when the song expresses the theme, or an empty array
+when it does not:
+
+["quoted line", "another quoted line"]