[Kolyaj]

var str = 'word" big phrase " word "big phrase"', words = [];
str.replace(/"\s*([^"]*?)\s*"|[^\s"]+/g, function(word, phrase) {
    words.push(phrase || word);
});
alert(words.join('\n'));