Use Chinese short names in IPO reports

Request:
Prefer stock-app-style Chinese display names in IPO report tables, for example 圣邦股份 instead of the full legal issuer name.

Changes:
- Update the hk-ipo-analyst report naming rule to prefer sourced stock short names in 中文名 columns.
- Export stock_short_name into the analysis model dataset.
- Make generated single-ticker reports use the short Chinese name as the title/display label while retaining legal names for disambiguation.
- Refresh the latest dated report and reports README to use Chinese short names consistently.

Verification:
- git diff --check
- .venv/bin/python -m py_compile scripts/build_analysis_dataset.py scripts/generate_ipo_report.py
- CSV validation for stock_short_name on 03661, 01688, and 01191
- Confirmed latest report and README contain no matched full legal issuer names for the refreshed shortlist

scripts/build_analysis_dataset.py

@@ -378,6 +378,7 @@ def fetch_rows(conn: sqlite3.Connection) -> list[sqlite3.Row]:
           m.ticker,
           m.company_name_en,
           m.company_name_zh,
+          m.stock_short_name,
           m.board,
           m.status,
           m.listing_date,
@@ -466,6 +467,7 @@ def build_records(rows: list[sqlite3.Row], as_of: str) -> list[dict[str, Any]]:
             "ticker": row["ticker"],
             "company_name_en": row["company_name_en"],
             "company_name_zh": row["company_name_zh"],
+            "stock_short_name": row["stock_short_name"],
             "board": row["board"],
             "status": row["status"],
             "listing_date": row["listing_date"],
@@ -590,6 +592,7 @@ def write_dataset(records: list[dict[str, Any]], output_path: Path) -> None:
         "ticker",
         "company_name_en",
         "company_name_zh",
+        "stock_short_name",
         "board",
         "status",
         "listing_date",

scripts/generate_ipo_report.py

@@ -150,9 +150,18 @@ def fmt_int(value: int | None) -> str:
     return f"{value:,}"
 
 
+def chinese_display_name(record: dict[str, str]) -> str:
+    return record.get("stock_short_name") or record.get("company_name_zh") or ""
+
+
 def company_display_name(record: dict[str, str]) -> str:
+    short_name = record.get("stock_short_name") or ""
     chinese_name = record.get("company_name_zh") or ""
     english_name = record.get("company_name_en") or ""
+    if short_name and chinese_name and short_name != chinese_name:
+        return f"{short_name}（法定中文名：{chinese_name}）"
+    if short_name:
+        return short_name
     if chinese_name and english_name:
         return f"{chinese_name}（{english_name}）"
     return chinese_name or english_name or "未记录"
@@ -416,7 +425,7 @@ def build_report(record: dict[str, str], rows: list[dict[str, str]], stage: str,
     paths = source_paths(record, stage)
     source_lines = [f"- `{path}`" for path in paths] or ["- 本阶段没有记录来源路径。"]
     company_name = company_display_name(record)
-    title_name = record.get("company_name_zh") or record.get("company_name_en") or ""
+    title_name = chinese_display_name(record) or record.get("company_name_en") or ""
     title_prefix = f"{ticker} {title_name}" if title_name else ticker
 
     lines = [