AMR Parsing using Stack-LSTMs
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Abstract (arXiv)
We present a transition-based AMR parser that directly generates AMR parses from plain text. We use Stack-LSTMs to represent our parser state and make decisions greedily. In our experiments, we show that our parser achieves very competitive scores on English using only AMR training data. Adding additional information, such as POS tags and dependency trees, improves the results further.
Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). First posted on arXiv 24 Jul 2017.
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Citing papers per year: 2021: 4; 2022: 6; 2023: 3; 2024: 1; 2025: 1.
15 papers.
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- 2022Graph Pre-training for AMR Parsing and Generationcited by 55
- 2021AMR Parsing with Action-Pointer Transformercited by 25
- 2021Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsingcited by 25
- 2022Inducing and Using Alignments for Transition-based AMR Parsingcited by 12
- 2023ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translationcited by 11
- 2021Bootstrapping Multilingual AMR with Contextual Word Alignmentscited by 8
- 2023Incorporating Graph Information in Transformer-based AMR Parsingcited by 7
- 2021Levi Graph AMR Parser using Heterogeneous Attentioncited by 2
- 2022Cross-domain Generalization for AMR Parsingcited by 2
- 2022Dependency Parsing with Backtracking using Deep Reinforcement Learningcited by 1
- 2023AMR Parsing with Causal Hierarchical Attention and Pointerscited by 1
- 2024Adapting Abstract Meaning Representation Parsing to the Clinical Narrative -- the SPRING THYME parsercited by 1
3 more
- 2022Shift-Reduce Task-Oriented Semantic Parsing with Stack-Transformerscited by 0
- 2022Strictly Breadth-First AMR Parsingcited by 0
- 2025Evaluation of Finetuned LLMs in AMR Parsingcited by 0
- 2025Evaluation of Finetuned LLMs in AMR Parsing7 Aug 2025
- 2024Adapting Abstract Meaning Representation Parsing to the Clinical Narrative -- the SPRING THYME parser15 May 2024
- 2023AMR Parsing with Causal Hierarchical Attention and Pointers18 Oct 2023
- 2023Incorporating Graph Information in Transformer-based AMR Parsing23 Jun 2023
- 2023ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation26 May 2023
- 2022Strictly Breadth-First AMR Parsing8 Nov 2022
- 2022Cross-domain Generalization for AMR Parsing22 Oct 2022
- 2022Shift-Reduce Task-Oriented Semantic Parsing with Stack-Transformers21 Oct 2022
- 2022Dependency Parsing with Backtracking using Deep Reinforcement Learning28 Jun 2022
- 2022Inducing and Using Alignments for Transition-based AMR Parsing3 May 2022
- 2022Graph Pre-training for AMR Parsing and Generation15 Mar 2022
- 2021Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing29 Oct 2021
3 more
- 2021Levi Graph AMR Parser using Heterogeneous Attention9 Jul 2021
- 2021AMR Parsing with Action-Pointer Transformer29 Apr 2021
- 2021Bootstrapping Multilingual AMR with Contextual Word Alignments3 Feb 2021
- 2022Graph Pre-training for AMR Parsing and Generationcited by 55
- 2021AMR Parsing with Action-Pointer Transformercited by 25
- 2021Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsingcited by 25
- 2022Inducing and Using Alignments for Transition-based AMR Parsingcited by 12
- 2023ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translationcited by 11
- 2021Bootstrapping Multilingual AMR with Contextual Word Alignmentscited by 8
- 2023Incorporating Graph Information in Transformer-based AMR Parsingcited by 7
- 2021Levi Graph AMR Parser using Heterogeneous Attentioncited by 2
- 2022Cross-domain Generalization for AMR Parsingcited by 2
- 2022Dependency Parsing with Backtracking using Deep Reinforcement Learningcited by 1
- 2023AMR Parsing with Causal Hierarchical Attention and Pointerscited by 1
- 2024Adapting Abstract Meaning Representation Parsing to the Clinical Narrative -- the SPRING THYME parsercited by 1
12 most cited of 15 All 15 (JSON)
- 2025Evaluation of Finetuned LLMs in AMR Parsing7 Aug 2025
- 2024Adapting Abstract Meaning Representation Parsing to the Clinical Narrative -- the SPRING THYME parser15 May 2024
- 2023AMR Parsing with Causal Hierarchical Attention and Pointers18 Oct 2023
- 2023Incorporating Graph Information in Transformer-based AMR Parsing23 Jun 2023
- 2023ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation26 May 2023
- 2022Strictly Breadth-First AMR Parsing8 Nov 2022
- 2022Cross-domain Generalization for AMR Parsing22 Oct 2022
- 2022Shift-Reduce Task-Oriented Semantic Parsing with Stack-Transformers21 Oct 2022
- 2022Dependency Parsing with Backtracking using Deep Reinforcement Learning28 Jun 2022
- 2022Inducing and Using Alignments for Transition-based AMR Parsing3 May 2022
- 2022Graph Pre-training for AMR Parsing and Generation15 Mar 2022
- 2021Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing29 Oct 2021
12 newest of 15 All 15 (JSON)