我对文本中的单词进行匹配以检索单词偏移开始和结束。当使用适当的 unicode 感知正则表达式时,这通常适用于 ascii 和 unicode 文本 '(?<=^|\\PL)$1(?=\\PL|$)'
。当我混合文本(比如这里的韩文和英文)时,在标记化时会出现一些问题:
function aggressive_tokenizer(text) {
// most punctuation
text = text.replace(/([^\w\.\'\-\/\+\<\>,&])/g, " $1 ");
// commas if followed by space
text = text.replace(/(,\s)/g, " $1");
// single quotes if followed by a space
text = text.replace(/('\s)/g, " $1");
// single quotes if last char
text = text.replace(/('$)/, " $1");
text = text.replace(/(\s+[`'"‘])(\w+)\b(?!\2)/g, " $2")
// periods before newline or end of string
text = text.replace(/\. *(\n|$)/g, " . ");
// replace punct
// ignore "-" since may be in slang scream
text = text.replace(/[\\?\^%<>=!&|+\~]/g, "");
text = text.replace(/[…;,.:*#\)\({}\[\]]/g, "");
// finally split remainings into words
text = text.split(/\s+/)
return text;
}
var text = "점점 더 깊이 끌려가"
var tokens = aggressive_tokenizer(text);
var seen = new Map();
var indexes = tokens.map(token => { // for each token
let item = {
"word": token
}
var pattern = '(?<!\\pL\\pM*)$1(?!\\pL)';
var escaped = token.replace(/[\-\[\]{}()*+?.,\\\^$|#\s]/g, "\\$&");
var wordRegex = new XRegExp(pattern.replace('$1', escaped), "g");
// calculate token begin end
var match = null;
while ((match = wordRegex.exec(text)) !== null) {
if (match.index > (seen.get(token) || -1)) {
var wordStart = match.index;
var wordEnd = wordStart + token.length - 1;
item.characterOffsetBegin = wordStart;
item.characterOffsetEnd = wordEnd;
seen.set(token, wordEnd);
break;
}
}
return item;
});
indexes.forEach(index => {
if (index.word != text.slice(index.characterOffsetBegin, index.characterOffsetEnd + 1)) {
console.log("NOT MATCHING!!! " + index.word + " : " + text.slice(index.characterOffsetBegin, index.characterOffsetEnd + 1))
} else {
console.log("\tMATCHED " + index.word + " : " + text.slice(index.characterOffsetBegin, index.characterOffsetEnd + 1))
}
});
<script src="https://unpkg.com/xregexp/xregexp-all.js"></script>
问题是我在标记化中做了一些清理,比如
text = text.replace(/([^\w\.\'\-\/\+\<\>,&])/g, " $1 ");
where\w
不支持 unicode,但如果我将其替换为\p{Alnum}
:
text = text.replace(/([^\p{Alnum}\.\'\-\/\+\<\>,&])/g, " $1 ");
它应该是 Unicode 字的等价物,它不能正常工作。
注意 请注意,我确实使用XRegExp来支持 JavaScript 中的 Unicode 正则表达式。
更新
根据下面的评论,由于缺少对不同宽度后视模式的支持(见评论),我已经用 Wiktor Stribiżew 修改的模式正则表达式更新了代码,'(?<=^|\\PL)$1(?=\\PL|$)'
并用内置的正则表达式替换了 XRegExp。此解决方案效果更好,但我发现了另一种情况,即给定输入文本的字符偏移开始和结束无法匹配:"점점 더 깊이 끌려가"
输出将缺少偏移量/匹配
{
"index": 2,
"word": "점"
}
function aggressive_tokenizer(text) {
// most punctuation
text = text.replace(/[^\w\.\-\/\+\<\>,&]/g, " $& ");
// commas if followed by space
text = text.replace(/(,\s)/g, " $1");
// single quotes if followed by a space
text = text.replace(/('\s)/g, " $1");
// single quotes if last char
text = text.replace(/('$)/, " $1");
text = text.replace(/(\s+[`'"‘])(\w+)\b(?!\2)/g, " $2")
// periods before newline or end of string
text = text.replace(/\. *(\n|$)/g, " . ");
// replace punct
// ignore "-" since may be in slang scream
text = text.replace(/[\\?\^%<>=!&|+\~]/g, "");
text = text.replace(/[…;,.:*#\)\({}\[\]]/g, "");
// finally split remainings into words
text = text.split(/\s+/)
return text;
}
var text = "점점 더 깊이 끌려가"
var tokens = aggressive_tokenizer(text);
var seen = new Map();
var indexes = tokens.map(token => { // for each token
let item = {
"word": token
}
var pattern = '(?<!\\pL\\pM*)$1(?!\\pL)';
var escaped = token.replace(/[\-\[\]{}()*+?.,\\\^$|#\s]/g, "\\$&");
var wordRegex = new RegExp(pattern.replace('$1', escaped), "g");
// calculate token begin end
var match = null;
while ((match = wordRegex.exec(text)) !== null) {
if (match.index > (seen.get(token) || -1)) {
var wordStart = match.index;
var wordEnd = wordStart + token.length - 1;
item.characterOffsetBegin = wordStart;
item.characterOffsetEnd = wordEnd;
seen.set(token, wordEnd);
break;
}
}
return item;
});
indexes.forEach(index => {
if (!index.characterOffsetBegin && !index.characterOffsetEnd) {
console.log("MISSING INDEXES " + index.word);
} else if (index.word != text.slice(index.characterOffsetBegin, index.characterOffsetEnd + 1)) {
console.log("NOT MATCHING!!! " + index.word + " : " + text.slice(index.characterOffsetBegin, index.characterOffsetEnd + 1))
} else {
console.log("\tMATCHED " + index.word + " : " + text.slice(index.characterOffsetBegin, index.characterOffsetEnd + 1))
}
});