mlsanityData to 7 Oct 2026

Frame-Semantic Parsing with Softmax-Margin Segmental RNNs and a Syntactic Scaffold

arXiv 1706.09528 ↗First posted 29 Jun 2017cs.CLcited by 33

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Abstract (arXiv)

We present a new, efficient frame-semantic parser that labels semantic arguments to FrameNet predicates. Built using an extension to the segmental RNN that emphasizes recall, our basic system achieves competitive performance without any calls to a syntactic parser. We then introduce a method that uses phrase-syntactic annotations from the Penn Treebank during training only, through a multitask objective; no parsing is required at training or test time. This "syntactic scaffold" offers a cheaper alternative to traditional syntactic pipelining, and achieves state-of-the-art performance.

Key facts. Cited by 33 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Jun 2017.

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Citing papers per year: 2021: 8; 2022: 8; 2023: 7; 2024: 3; 2025: 4; 2026: 3.

33 papers.

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  1. 2021Metaphor Generation with Conceptual Mappingscited by 32
  2. 2021Plot and Rework: Modeling Storylines for Visual Storytellingcited by 14
  3. 2022A Double-Graph Based Framework for Frame Semantic Parsingcited by 10
  4. 2023DiffusEmp: A Diffusion Model-Based Framework with Multi-Grained Control for Empathetic Response Generationcited by 9
  5. 2023Coarse-to-Fine Dual Encoders are Better Frame Identification Learnerscited by 9
  6. 2021A Graph-Based Neural Model for End-to-End Frame Semantic Parsingcited by 7
  7. 2022Understanding Narratives through Dimensions of Analogycited by 7
  8. 2022Automatic extraction of materials and properties from superconductors scientific literaturecited by 6
  9. 2021Joint Universal Syntactic and Semantic Parsingcited by 5
  10. 2022Semantic Role Labeling Meets Definition Modeling: Using Natural Language to Describe Predicate-Argument Structurescited by 4
  11. 2021Semantic Frame Forecastcited by 3
  12. 2022Knowledge Authoring with Factual Englishcited by 3
21 more
  1. 2023Open-source Frame Semantic Parsingcited by 3
  2. 2025Can LLMs Extract Frame-Semantic Arguments?cited by 3
  3. 2025Do LLMs Encode Frame Semantics? Evidence from Frame Identificationcited by 3
  4. 2021Sister Help: Data Augmentation for Frame-Semantic Role Labelingcited by 2
  5. 2022Domain Adaptation in Neural Machine Translation using a Qualia-Enriched FrameNetcited by 2
  6. 2022Query Your Model with Definitions in FrameNet: An Effective Method for Frame Semantic Role Labelingcited by 2
  7. 2023Knowledge Authoring for Rules and Actionscited by 2
  8. 2024Annotating FrameNet via Structure-Conditioned Language Generationcited by 2
  9. 2026Not all ANIMALs are equal: metaphorical framing through source domains and semantic framescited by 2
  10. 2023Knowledge-augmented Frame Semantic Parsing with Hybrid Prompt-tuningcited by 1
  11. 2023Semantic Frame Induction with Deep Metric Learningcited by 1
  12. 2024Knowledge Authoring with Factual English, Rules, and Actionscited by 1
  13. 2025Beyond the Battlefield: Framing Analysis of Media Coverage in Conflict Reportingcited by 1
  14. 2021Kicktionary-LOME: A Domain-Specific Multilingual Frame Semantic Parsing Model for Football Languagecited by 0
  15. 2021Ranking Facts for Explaining Answers to Elementary Science Questionscited by 0
  16. 2022Let's Talk! Striking Up Conversations via Conversational Visual Question Generationcited by 0
  17. 2023EventNet-ITA: Italian Frame Parsing for Eventscited by 0
  18. 2024Evaluating the Ability of Computationally Extracted Narrative Maps to Encode Media Framingcited by 0
  19. 2025Evaluating the Impact of LLM-Assisted Annotation in a Perspectivized Setting: the Case of FrameNet Annotationcited by 0
  20. 2026FrameNet Semantic Role Classification by Analogycited by 0
  21. 2026The Multilingual FrameNet Corpuscited by 0