Papers with shallow semantic parsing
Developing Production-Level Conversational Interfaces with Shallow Semantic Parsing (D18-2)
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| Challenge: | In this demo, we demonstrate an end-to-end approach for building conversational interfaces from prototype to production. |
| Approach: | They propose an end-to-end approach for building conversational interfaces from prototype to production that leverages shallow semantic parsing. |
| Outcome: | The proposed approach has proven to work well for a number of applications across diverse verticals. |
Syn-QG: Syntactic and Shallow Semantic Rules for Question Generation (2020.acl-main)
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| Challenge: | Question Generation is a simple syntactic transformation but many aspects of semantics influence what questions are good to form. |
| Approach: | They propose a set of syntactic rules which transform declarative sentences into question-answer pairs. |
| Outcome: | The proposed system generates a larger number of highly grammatical and relevant questions than existing QG systems. |
An Instance Level Approach for Shallow Semantic Parsing in Scientific Procedural Text (2020.findings-emnlp)
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| Challenge: | Existing approaches to parse scientific text using grammatically similar labeled sentences are limited and expensive to create. |
| Approach: | They propose a method where semantic labels from structurally similar sentences are copied to test sentences. |
| Outcome: | The proposed approach outperforms baseline and prior methods by 0.75 to 3 F1 absolute in the wet lab protocol corpus and 1 F1 absolut in the materials science procedural text corpus. |