Papers with auxiliary module
Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal Transformer (2020.acl-main)
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| Challenge: | Existing methods for named entity recognition ignore visual context bias . NER is a key component of many information extraction tasks . |
| Approach: | They propose to use a multimodal interaction module to generate word-aware visual representations and leverage purely text-based entity span detection as an auxiliary module to guide the final predictions. |
| Outcome: | The proposed approach achieves state-of-the-art on two benchmark datasets. |
AutoDSL: Automated domain-specific language design for structural representation of procedures with constraints (2024.acl-long)
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| Challenge: | Domain-specific Language (DSL) is an effective tool to express constraints structurally, but requires case-by-case hand-crafting. |
| Approach: | They propose a framework to automate domain-specific language constraint design . they propose 'autoDSL' framework to optimize syntactic and semantic constraints . |
| Outcome: | The framework automates constraint design across domains and abstracts semantic constraints. |