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knowledge-driven-spoken-dialogue's Introduction

digix2022_Knowledge-driven-spoken-dialogue

Baseline

Baseline has three modules: text error correction, knowledge selection and generative model incorporating knowledge:

  1. Text Error Correction Module: Correcting grammar error of input text by replace, delete, insert and change order
  2. Knowledge Selection Module: Identifying entities from dialogue history ,and extracting attributes of entities that involved in current utterance; Selecting related triples from knowledge base files according to the entites and attributes.
  3. Generative Model Incorporating Knowledge Module: Incorporating related knowledge triples into conversation and generate reply text with knowledge.

score

precision recall F1 bleu-1 bleu-2 generate-F1 score
0.5015 0.4929 0.4856 0.2869 0.2231 0.397 1.0789

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