'UFAL at MRP 2020: Permutation-invariant Semantic Parsing in PERIN
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Abstract (arXiv)
We present PERIN, a novel permutation-invariant approach to sentence-to-graph semantic parsing. PERIN is a versatile, cross-framework and language independent architecture for universal modeling of semantic structures. Our system participated in the CoNLL 2020 shared task, Cross-Framework Meaning Representation Parsing (MRP 2020), where it was evaluated on five different frameworks (AMR, DRG, EDS, PTG and UCCA) across four languages. PERIN was one of the winners of the shared task. The source code and pretrained models are available at https://github.com/ufal/perin.
Key facts. Cited by 12 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Nov 2020.
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Citing papers per year: 2021: 3; 2022: 3; 2023: 2; 2024: 2; 2025: 1; 2026: 1.
12 papers.
- 2021RobeCzech: Czech RoBERTa, a monolingual contextualized language representation modelcited by 33
- 2021Structured Sentiment Analysis as Dependency Graph Parsingcited by 28
- 2024Neural Semantic Parsing with Extremely Rich Symbolic Meaning Representationscited by 5
- 2022EventGraph: Event Extraction as Semantic Graph Parsingcited by 4
- 2022Direct parsing to sentiment graphscited by 2
- 2023JSEEGraph: Joint Structured Event Extraction as Graph Parsingcited by 2
- 2022EventGraph at CASE 2021 Task 1: A General Graph-based Approach to Protest Event Extractioncited by 1
- 2023Structured Sentiment Analysis as Transition-based Dependency Graph Parsingcited by 1
- 2024Retrieval-Augmented Semantic Parsing: Improving Generalization with Lexical Knowledgecited by 1
- 2021Self-Attentive Constituency Parsing for UCCA-based Semantic Parsingcited by 0
- 2025SETUP: Sentence-level English-To-Uniform Meaning Representation Parsercited by 0
- 2026Prague Dependency Treebank -- Consolidated 2.0: Enriching a Complex Annotation Schemecited by 0
- 2026Prague Dependency Treebank -- Consolidated 2.0: Enriching a Complex Annotation Scheme23 Jun 2026
- 2025SETUP: Sentence-level English-To-Uniform Meaning Representation Parser8 Dec 2025
- 2024Retrieval-Augmented Semantic Parsing: Improving Generalization with Lexical Knowledge13 Dec 2024
- 2024Neural Semantic Parsing with Extremely Rich Symbolic Meaning Representations19 Apr 2024
- 2023JSEEGraph: Joint Structured Event Extraction as Graph Parsing26 Jun 2023
- 2023Structured Sentiment Analysis as Transition-based Dependency Graph Parsing9 May 2023
- 2022EventGraph at CASE 2021 Task 1: A General Graph-based Approach to Protest Event Extraction18 Oct 2022
- 2022EventGraph: Event Extraction as Semantic Graph Parsing16 Oct 2022
- 2022Direct parsing to sentiment graphs24 Mar 2022
- 2021Self-Attentive Constituency Parsing for UCCA-based Semantic Parsing1 Oct 2021
- 2021Structured Sentiment Analysis as Dependency Graph Parsing30 May 2021
- 2021RobeCzech: Czech RoBERTa, a monolingual contextualized language representation model24 May 2021