Hen*_*son 23 php regex unicode nlp
我随机存储了文字$sentences
.使用正则表达式,我想将文本拆分成句子,请参阅:
function splitSentences($text) {
$re = '/ # Split sentences on whitespace between them.
(?<= # Begin positive lookbehind.
[.!?] # Either an end of sentence punct,
| [.!?][\'"] # or end of sentence punct and quote.
) # End positive lookbehind.
(?<! # Begin negative lookbehind.
Mr\. # Skip either "Mr."
| Mrs\. # or "Mrs.",
| T\.V\.A\. # or "T.V.A.",
# or... (you get the idea).
) # End negative lookbehind.
\s+ # Split on whitespace between sentences.
/ix';
$sentences = preg_split($re, $text, -1, PREG_SPLIT_NO_EMPTY);
return $sentences;
}
$sentences = splitSentences($sentences);
print_r($sentences);
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它工作正常.
但是,如果有unicode字符,它不会分成句子:
$sentences = 'Entertainment media properties. Fairy Tail and Tokyo Ghoul.';
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或者这种情况:
$sentences = "Entertainment media properties. Fairy Tail and Tokyo Ghoul.";
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当文本中存在unicode字符时,我该怎么做才能使它工作?
这是一个测试的理念.
我正在寻找一个完整的解决方案.在发布答案之前,请阅读我与WiktorStribiżew的评论主题,以获取有关此问题的更多相关信息.
ndn*_*kov 12
正如所料,任何一种自然语言处理都不是一项微不足道的任务.原因是它们是进化系统.没有一个人坐下来思考哪些是好主意,哪些不是.每条规则都有20-40%的例外.有了这个说,可以进行出价的单个正则表达式的复杂性将不在图表之列.但是,以下解决方案主要依赖于正则表达式.
至于这些正则表达的来源是什么?- 我翻译了这个基于本文生成的Ruby库.如果你真的想要理解它们,除了阅读论文之外别无选择.
就准确性而言 - 我鼓励你用不同的文本进行测试.经过一些实验,我非常惊喜.
在性能方面-的正则表达式应该是高执行个个有一张\A
或\Z
锚,几乎没有重复量词,并在地方有-不能有任何回溯.仍然,正则表达式是正则表达式.如果您打算在大块文本上使用紧密循环,则必须进行一些基准测试.
强制性免责声明:请原谅我生锈的php技巧.以下代码可能不是有史以来最惯用的PHP,它应该仍然足够明确以获得重点.
function sentence_split($text) {
$before_regexes = array('/(?:(?:[\'\"„][\.!?…][\'\"”]\s)|(?:[^\.]\s[A-Z]\.\s)|(?:\b(?:St|Gen|Hon|Prof|Dr|Mr|Ms|Mrs|[JS]r|Col|Maj|Brig|Sgt|Capt|Cmnd|Sen|Rev|Rep|Revd)\.\s)|(?:\b(?:St|Gen|Hon|Prof|Dr|Mr|Ms|Mrs|[JS]r|Col|Maj|Brig|Sgt|Capt|Cmnd|Sen|Rev|Rep|Revd)\.\s[A-Z]\.\s)|(?:\bApr\.\s)|(?:\bAug\.\s)|(?:\bBros\.\s)|(?:\bCo\.\s)|(?:\bCorp\.\s)|(?:\bDec\.\s)|(?:\bDist\.\s)|(?:\bFeb\.\s)|(?:\bInc\.\s)|(?:\bJan\.\s)|(?:\bJul\.\s)|(?:\bJun\.\s)|(?:\bMar\.\s)|(?:\bNov\.\s)|(?:\bOct\.\s)|(?:\bPh\.?D\.\s)|(?:\bSept?\.\s)|(?:\b\p{Lu}\.\p{Lu}\.\s)|(?:\b\p{Lu}\.\s\p{Lu}\.\s)|(?:\bcf\.\s)|(?:\be\.g\.\s)|(?:\besp\.\s)|(?:\bet\b\s\bal\.\s)|(?:\bvs\.\s)|(?:\p{Ps}[!?]+\p{Pe} ))\Z/su',
'/(?:(?:[\.\s]\p{L}{1,2}\.\s))\Z/su',
'/(?:(?:[\[\(]*\.\.\.[\]\)]* ))\Z/su',
'/(?:(?:\b(?:pp|[Vv]iz|i\.?\s*e|[Vvol]|[Rr]col|maj|Lt|[Ff]ig|[Ff]igs|[Vv]iz|[Vv]ols|[Aa]pprox|[Ii]ncl|Pres|[Dd]ept|min|max|[Gg]ovt|lb|ft|c\.?\s*f|vs)\.\s))\Z/su',
'/(?:(?:\b[Ee]tc\.\s))\Z/su',
'/(?:(?:[\.!?…]+\p{Pe} )|(?:[\[\(]*…[\]\)]* ))\Z/su',
'/(?:(?:\b\p{L}\.))\Z/su',
'/(?:(?:\b\p{L}\.\s))\Z/su',
'/(?:(?:\b[Ff]igs?\.\s)|(?:\b[nN]o\.\s))\Z/su',
'/(?:(?:[\"”\']\s*))\Z/su',
'/(?:(?:[\.!?…][\x{00BB}\x{2019}\x{201D}\x{203A}\"\'\p{Pe}\x{0002}]*\s)|(?:\r?\n))\Z/su',
'/(?:(?:[\.!?…][\'\"\x{00BB}\x{2019}\x{201D}\x{203A}\p{Pe}\x{0002}]*))\Z/su',
'/(?:(?:\s\p{L}[\.!?…]\s))\Z/su');
$after_regexes = array('/\A(?:)/su',
'/\A(?:[\p{N}\p{Ll}])/su',
'/\A(?:[^\p{Lu}])/su',
'/\A(?:[^\p{Lu}]|I)/su',
'/\A(?:[^p{Lu}])/su',
'/\A(?:\p{Ll})/su',
'/\A(?:\p{L}\.)/su',
'/\A(?:\p{L}\.\s)/su',
'/\A(?:\p{N})/su',
'/\A(?:\s*\p{Ll})/su',
'/\A(?:)/su',
'/\A(?:\p{Lu}[^\p{Lu}])/su',
'/\A(?:\p{Lu}\p{Ll})/su');
$is_sentence_boundary = array(false, false, false, false, false, false, false, false, false, false, true, true, true);
$count = 13;
$sentences = array();
$sentence = '';
$before = '';
$after = substr($text, 0, 10);
$text = substr($text, 10);
while($text != '') {
for($i = 0; $i < $count; $i++) {
if(preg_match($before_regexes[$i], $before) && preg_match($after_regexes[$i], $after)) {
if($is_sentence_boundary[$i]) {
array_push($sentences, $sentence);
$sentence = '';
}
break;
}
}
$first_from_text = $text[0];
$text = substr($text, 1);
$first_from_after = $after[0];
$after = substr($after, 1);
$before .= $first_from_after;
$sentence .= $first_from_after;
$after .= $first_from_text;
}
if($sentence != '' && $after != '') {
array_push($sentences, $sentence.$after);
}
return $sentences;
}
$text = "Mr. Entertainment media properties. Fairy Tail 3.5 and Tokyo Ghoul.";
print_r(sentence_split($text));
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Â
将UTF-8字符U + 00A0非断开空间打印到被解释为Latin-1的页面/控制台时的样子.所以我认为你在句子之间有一个不间断的空间,而不是一个普通的空间.
\s
也可以匹配一个不间断的空间,但你需要使用/u
修饰符告诉preg你发送一个UTF-8编码的字符串.否则,就像你的打印命令一样,它会猜测Latin-1并将其视为两个字符Â
.