We propose Parallel Instance Query Network (PIQN), which sets up global and learnable instance queries to extract entities from a sentence in a parallel manner.
Mar 20, 2022 · We propose Parallel Instance Query Network (PIQN), which sets up global and learnable instance queries to extract entities from a sentence in a parallel manner.
Code for Two-stage Identifier: "Parallel Instance Query Network for Named Entity Recognition", accepted at ACL 2022.
Each instance query predicts one entity, and by feeding all instance queries simultaneously, we can query all entities in parallel. Instead of being constructed ...
The current state-of-the-art on Few-NERD (SUP) is PL-Marker. See a full comparison of 6 papers with code.
Mar 20, 2022 · In this paper, we propose Parallel Instance Query. Network for nested NER, where a collection of instance queries are fed into the model ...
90.96. Parallel Instance Query Network for Named Entity Recognition. 2022. MRC-basedTransformer. 7. HGN. 90.92. Hero-Gang Neural Model For Named Entity ...
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To alleviate these issues, this paper presents a query-parallel machine reading comprehension framework for named entity recognition (QPMRC-. NER). It is ...
Shen et al. (2022) proposes Parallel Instance Query Net- work (PIQN), which sets up global and learnable in- stance queries to extract ...
Parallel Instance Query Network for Named Entity Recognition · Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer Networks · FiNER ...