DRS Parsing
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Benchmarks
Most implemented
Character-level Representations Improve DRS-based Semantic Parsing Even in the Age of BERT
MACT: Model-Agnostic Cross-Lingual Training for Discourse Representation Structure Parsing
Pre-Trained Language-Meaning Models for Multilingual Parsing and Generation
Adversarial Learning for Discourse Rhetorical Structure Parsing
A Top-Down Neural Architecture towards Text-Level Parsing of Discourse Rhetorical Structure
Exploring Neural Methods for Parsing Discourse Representation Structures
Papers
MACT: Model-Agnostic Cross-Lingual Training for Discourse Representation Structure Parsing
Discourse Representation Structure (DRS) is an innovative semantic representation designed to capture the meaning of texts with arbitrary lengths across languages. The semantic representation parsing is essential for ach…
DRS ParsingNatural Language UnderstandingPre-Trained Language-Meaning Models for Multilingual Parsing and Generation
Pre-trained language models (PLMs) have achieved great success in NLP and have recently been used for tasks in computational semantics. However, these tasks do not fully benefit from PLMs since meaning representations ar…
Cross-Lingual TransferDRS ParsingText GenerationTransfer LearningDRS Parsing as Sequence Labeling
We present the first fully trainable semantic parser for English, German, Italian, and Dutch discourse representation structures (DRSs) that is competitive in accuracy with recent sequence-to-sequence models and at the s…
DRS ParsingAdversarial Learning for Discourse Rhetorical Structure Parsing
Text-level discourse rhetorical structure (DRS) parsing is known to be challenging due to the notorious lack of training data. Although recent top-down DRS parsers can better leverage global document context and have ach…
DRS Parsingglobal-optimizationCharacter-level Representations Improve DRS-based Semantic Parsing Even in the Age of BERT
We combine character-level and contextual language model representations to improve performance on Discourse Representation Structure parsing. Character representations can easily be added in a sequence-to-sequence model…
DRS ParsingLanguage ModelingLanguage ModellingSemantic ParsingThe First Shared Task on Discourse Representation Structure Parsing
The paper presents the IWCS 2019 shared task on semantic parsing where the goal is to produce Discourse Representation Structures (DRSs) for English sentences. DRSs originate from Discourse Representation Theory and repr…
DRS ParsingNegationSemantic Parsingvalid