Papers with DQD
Multi-View Domain Adapted Sentence Embeddings for Low-Resource Unsupervised Duplicate Question Detection (D19-1)
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| Challenge: | Stack Exchange has fewer than 160 user-labeled duplicates, and 25% have fewer. |
| Approach: | They propose a framework that combines sentence encoders with unlabeled data to solve the problem of duplicate question detection in Community Question Answering forums. |
| Outcome: | The proposed framework outperforms BM25, a single-view system and a supervised domain-adversarial DQD method on the CQADupStack corpus and on Stack Exchange forums. |
Semantic Equivalence Detection: Are Interrogatives Harder than Declaratives? (L18-1)
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| Challenge: | Semantic Text Similarity (STS) tasks are often not seen as similar to semantic equivalence detection tasks. |
| Approach: | They propose to assess the performance of different approaches to STS over different types of textual segments. |
| Outcome: | The proposed methods differ in performance over different types of textual segments, including declaratives and interrogatives, under conditions of comparability. |