Papers with query-focused method
Relational Summarization for Corpus Analysis (N18-1)
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| Challenge: | Existing methods for summarizing textual content are often ignored . relationshipal questions are ubiquitous and varied. |
| Approach: | They propose a method which generates a natural language summary of the relationship between two lexical items in a corpus without reference to a knowledge base. |
| Outcome: | The proposed method generates a natural language summary of the relationship between two lexical items in a corpus without reference to a knowledge base. |
Query-focused Sentence Compression in Linear Time (D19-1)
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| Challenge: | Existing techniques for constrained compression are slow and require third-party solvers. |
| Approach: | They propose a query-focused sentence compression technique which constructs length and lexically constrained compressions in linear time by growing a subgraph in the dependency parse of a sentence. |
| Outcome: | The proposed technique achieves an 11x empirical speedup over baseline methods while improving query-focused applications. |