intent recognition

从用户输入（语音、文字或行为）中推断其真实目标或意图的过程。在语音界面中，由于同一句话可对应多种意图，意图识别比单纯的语音转文字更难。

English Definition

"The process of inferring a user's underlying goal or purpose from their input (speech, text, or behavior). In speech interfaces, it is harder than simply transcribing the words because the same utterance can map to many intents."

用法说明 · 针对中文母语者

HCI/NLP 共用术语。在对话系统中常与 slot filling、dialog state tracking 一同出现。设计师通常需要研究'用户会怎么表达某个意图'来训练系统。

常见错误

·与 speech recognition 混用——后者只做语音到文字的转换
·以为意图数量有限——实际长尾分布

真实用例 · 2 条

"recognizing children’s speech is notoriously hard (e.g., [6]), recognizing intent is even more difficult"

论文Pipeline extracted — review needed·强调儿童语音识别难，意图识别更难

"recognizing intent is significantly more difficult than just recognizing speech, even with adults"

论文Pipeline extracted — review needed·进一步说明即使在成人场景下，意图识别也比语音识别难

由 pipeline 自动采集，待人工 review