Abstract: Highlights•Introduce the role of phrases in text representation and semantic disambiguation.•Propose ParsingPhrase to extracts combination phrases and improves phrase quality.•Mining candidate phrases efficiently by traversing the parse tree hierarchically.•Put forward a new phrase evaluation indicator to enhance phrase evaluation accuracy.•We suggest a joint scheme to solve sentence disambiguation and phrase optimization.
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