Abstract Meaning Representation

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Most implemented papers archive 2025-07-28

30 shown of 92 papers with code (219 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• An Incremental Parser for Abstract Meaning Representation
  22 Aug 2016 4 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 3 pointer-only (licence)
  We describe a transition-based parser for AMR that parses sentences left-to-right, in linear time.
• Neuro-symbolic Commonsense Social Reasoning
  14 Mar 2023 3 repositories listed
  We present a novel system for taking social rules of thumb (ROTs) in natural language from the Social Chemistry 101 dataset and converting them to first-order logic where reasoning is performed using a neuro-symbolic…
• AMR Similarity Metrics from Principles
  29 Jan 2020 3 repositories listed
  Different metrics have been proposed to compare Abstract Meaning Representation (AMR) graphs.
• Inducing and Using Alignments for Transition-based AMR Parsing
  3 May 2022 2 repositories listed
  These alignments are learned separately from parser training and require a complex pipeline of rule-based components, pre-processing, and post-processing to satisfy domain-specific constraints.
• ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs
  19 Apr 2022 2 repositories listed
  As Abstract Meaning Representation (AMR) implicitly involves compound semantic annotations, we hypothesize auxiliary tasks which are semantically or formally related can better enhance AMR parsing.
• Graph Pre-training for AMR Parsing and Generation
  15 Mar 2022 2 repositories listed Syntology ran 3 of 5 samples · 2 unverified
  To our knowledge, we are the first to consider pre-training on semantic graphs.
• Structural Neural Encoders for AMR-to-text Generation
  27 Mar 2019 2 repositories listed
  AMR-to-text generation is a problem recently introduced to the NLP community, in which the goal is to generate sentences from Abstract Meaning Representation (AMR) graphs.
• Text Summarization using Abstract Meaning Representation
  6 Jun 2017 2 repositories listed
  With an ever increasing size of text present on the Internet, automatic summary generation remains an important problem for natural language understanding.
• Abstract Meaning Representation for Hospital Discharge Summarization
  17 Jun 2025 1 repository listed
  The Achilles heel of Large Language Models (LLMs) is hallucination, which has drastic consequences for the clinical domain.
• Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based Encoding
  13 May 2025 1 repository listed
  Sequence-to-sequence models are widely used to train Abstract Meaning Representation (Banarescu et al., 2013, AMR) parsers.
• Generating Text from Uniform Meaning Representation
  17 Feb 2025 1 repository listed
  Uniform Meaning Representation (UMR) is a recently developed graph-based semantic representation, which expands on Abstract Meaning Representation (AMR) in a number of ways, in particular through the inclusion of…
• SCOUT: A Situated and Multi-Modal Human-Robot Dialogue Corpus
  19 Nov 2024 1 repository listed
  We introduce the Situated Corpus Of Understanding Transactions (SCOUT), a multi-modal collection of human-robot dialogue in the task domain of collaborative exploration.
• Human-Robot Dialogue Annotation for Multi-Modal Common Ground
  19 Nov 2024 1 repository listed
  In this paper, we describe the development of symbolic representations annotated on human-robot dialogue data to make dimensions of meaning accessible to autonomous systems participating in collaborative, natural…
• A graph-based approach to extracting narrative signals from public discourse
  1 Nov 2024 1 repository listed
  We conceptualize these political narratives as a type of ontological narratives: stories by which actors position themselves as political beings, and which are akin to political worldviews in which actors present their…
• FLAG: Financial Long Document Classification via AMR-based GNN
  2 Oct 2024 1 repository listed
  We propose FLAG: Financial Long document classification via AMR-based GNN, an AMR graph based framework to generate document-level embeddings for long financial document classification.
• Semantic Graphs for Syntactic Simplification: A Revisit from the Age of LLM
  4 Jul 2024 1 repository listed
  Symbolic sentence meaning representations, such as AMR (Abstract Meaning Representation) provide expressive and structured semantic graphs that act as intermediates that simplify downstream NLP tasks.
• Analyzing the Role of Semantic Representations in the Era of Large Language Models
  2 May 2024 1 repository listed
  We find that it is difficult to predict which input examples AMR may help or hurt on, but errors tend to arise with multi-word expressions, named entities, and in the final inference step where the LLM must connect its…
• Rematch: Robust and Efficient Matching of Local Knowledge Graphs to Improve Structural and Semantic Similarity
  2 Apr 2024 1 repository listed
  Knowledge graphs play a pivotal role in various applications, such as question-answering and fact-checking.
• Emphasising Structured Information: Integrating Abstract Meaning Representation into LLMs for Enhanced Open-Domain Dialogue Evaluation
  1 Apr 2024 1 repository listed
  Trainable evaluation metrics, typically trained with true positive and randomly selected negative responses, tend to assign higher scores to responses that share greater content similarity with a given context.
• X-AMR Annotation Tool
  29 Feb 2024 1 repository listed
  This paper presents a novel Cross-document Abstract Meaning Representation (X-AMR) annotation tool designed for annotating key corpus-level event semantics.
• AMR Parsing is Far from Solved: GrAPES, the Granular AMR Parsing Evaluation Suite
  6 Dec 2023 1 repository listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  We present the Granular AMR Parsing Evaluation Suite (GrAPES), a challenge set for Abstract Meaning Representation (AMR) parsing with accompanying evaluation metrics.
• CoF-CoT: Enhancing Large Language Models with Coarse-to-Fine Chain-of-Thought Prompting for Multi-domain NLU Tasks
  23 Oct 2023 1 repository listed
  While Chain-of-Thought prompting is popular in reasoning tasks, its application to Large Language Models (LLMs) in Natural Language Understanding (NLU) is under-explored.
• Guiding AMR Parsing with Reverse Graph Linearization
  13 Oct 2023 1 repository listed
  Abstract Meaning Representation (AMR) parsing aims to extract an abstract semantic graph from a given sentence.
• Incorporating Graph Information in Transformer-based AMR Parsing
  23 Jun 2023 1 repository listed
  Abstract Meaning Representation (AMR) is a Semantic Parsing formalism that aims at providing a semantic graph abstraction representing a given text.
• An AMR-based Link Prediction Approach for Document-level Event Argument Extraction
  30 May 2023 1 repository listed
  Motivated by the fact that all event structures can be inferred from AMR, this work reformulates EAE as a link prediction problem on AMR graphs.
• AMPERE: AMR-Aware Prefix for Generation-Based Event Argument Extraction Model
  26 May 2023 1 repository listed
  However, existing generation-based EAE models mostly focus on problem re-formulation and prompt design, without incorporating additional information that has been shown to be effective for classification-based models,…
• Exploiting Abstract Meaning Representation for Open-Domain Question Answering
  26 May 2023 1 repository listed
  The Open-Domain Question Answering (ODQA) task involves retrieving and subsequently generating answers from fine-grained relevant passages within a database.
• ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation
  26 May 2023 1 repository listed
  Paraphrase generation is a long-standing task in natural language processing (NLP).
• Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning
  21 May 2023 1 repository listed
  Combining large language models with logical reasoning enhances their capacity to address problems in a robust and reliable manner.
• Lost in Translationese? Reducing Translation Effect Using Abstract Meaning Representation
  23 Apr 2023 1 repository listed
  Though individual translated texts are often fluent and preserve meaning, at a large scale, translated texts have statistical tendencies which distinguish them from text originally written in the language…

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.