Merge PR #7727 (contributor head bbdfbae2f7)

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nesquena-hermes committed 2026-09-22 21:14:09 +00:00
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@@ -4379,9 +4379,10 @@ def _title_language_mismatch(user_text: str, title: str) -> bool:
short and frequently embed a borrowed Latin technical term (e.g. a CJK
title containing the word "Python"), the title side uses a proportion
threshold (>=35% of the title's alphabetic characters in a non-start
script, min 2 chars) rather than a strict majority -- so a CJK title with
one English word still trips, while an English title with a single
foreign place-name does not.
script, min 2 chars) rather than a strict majority. CJK titles with
borrowed Latin terms are allowed when the title also contains CJK
characters (#7693), but pure-Latin titles for CJK conversations are
still rejected.
2. The legacy German-start → English-title heuristic, preserved verbatim so
the original behavior keeps working for same-script (latin) drift that
the script check can't see.
@@ -4391,13 +4392,26 @@ def _title_language_mismatch(user_text: str, title: str) -> bool:
return False
# (1) Cross-script mismatch — language-agnostic.
# CJK text routinely borrows Latin product/technical terms (e.g. "WeChat
# Pay", "Python", "ProRes RAW"), so when the user writes in CJK, Latin
# characters in the title are acceptable as long as the title also
# contains CJK — i.e. the title is genuinely mixed, not pure drift.
# A pure-Latin title for a CJK conversation is still rejected.
# Unrelated scripts (Cyrillic, Arabic, Greek …) are always flagged.
user_script = _dominant_script(user_text)
if user_script:
title_counts = _script_counts(candidate)
title_total = sum(title_counts.values())
if title_total >= 2:
for script, n in title_counts.items():
if script != user_script and n >= 2 and (n / title_total) >= 0.35:
if script == user_script:
continue
# When user writes in CJK, Latin in the title is a borrowed
# term as long as the title also contains CJK characters.
if user_script == 'cjk' and script == 'latin':
if title_counts.get('cjk', 0) >= 2:
continue
if n >= 2 and (n / title_total) >= 0.35:
return True
# (2) Legacy same-script German→English heuristic.
@@ -71,6 +71,35 @@ def test_cjk_start_english_title_is_rejected():
assert _title_language_mismatch("如何修复这个错误问题", "Fixing the Bug") is True
def test_cjk_start_mixed_cjk_latin_title_is_allowed():
"""CJK conversations frequently embed English product/technical terms in
titles (e.g. 'WeChat Pay 回调失败排查'). As long as the title also
contains CJK characters, Latin borrowed terms should not trigger rejection.
Regression test for #7693."""
from api.streaming import _title_language_mismatch
# Pure CJK user, CJK title with English product name
assert _title_language_mismatch(
"微信支付回调一直失败怎么办", "WeChat Pay 回调失败排查"
) is False
# CJK user, CJK title with English tech term
assert _title_language_mismatch(
"如何修复这个错误问题", "Python 代码修复"
) is False
# Mixed CJK+Latin user, mixed title
assert _title_language_mismatch(
"prores raw是否能选择压缩?", "ProRes RAW 压缩选项与 BRAW 对比"
) is False
def test_cjk_start_pure_latin_title_still_rejected():
"""A purely Latin title for a CJK conversation is still a genuine drift."""
from api.streaming import _title_language_mismatch
assert _title_language_mismatch("如何修复这个错误问题", "Fixing the Bug") is True
assert _title_language_mismatch("如何修复这个错误问题", "Python Error Guide") is True
# ── regression guards: legitimate same-script titles must NOT be rejected ───
def test_english_start_english_title_allowed():