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- AMR Parsing beyond English: An Experiment on Bulgarian, French, Hungarian and Ukrainian — 2026 · Proceedings of the Fifteenth Language Resources and Evaluation Conference
- Adding Aspectual Information to Structured Meaning Representations — 2026 · Proceedings of The Seventh International Workshop on Designing Meaning Representations (DMR 2026) @ LREC 2026
- Building Bridges between Student and Curricular Language: Creating a Corpus of Abstract Meaning Representations for the Classroom — 2026 · Proceedings of the Fifteenth Language Resources and Evaluation Conference
- Concept rather than Document: Context Compression via AMR-based Conceptual Entropy — 2026 · Findings of the Association for Computational Linguistics: ACL 2026
- Context Is (Almost) Everything: Llama-3 on Structured Output and AMR Parsing — 2026 · Proceedings of the Fifteenth Language Resources and Evaluation Conference
- Creating a High Quality Abstract Meaning Representation Dataset Automatically — 2026 · Proceedings of the Fifteenth Language Resources and Evaluation Conference
- Cross-Linguistic Situation Entity Segmentation for Discourse Analysis in Diachronic English and German Text — 2026 · Proceedings of the 20th Linguistic Annotation Workshop (LAW XX)
- CxGr-AMR: Extending Abstract Meaning Representation Beyond Lexically Anchored Relations with Constructional Rolesets — 2026 · Proceedings of The Seventh International Workshop on Designing Meaning Representations (DMR 2026) @ LREC 2026
- Effective QA-Driven Annotation of Predicate–Argument Relations Across Languages — 2026 · Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 1: Long Papers)
- Enhancing Structural Mapping with LLM-derived Abstractions for Analogical Reasoning in Narratives — 2026 · arXiv:2603.29997
- Extending Uniform Meaning Representation to Persian: The First Corpus Resource — 2026 · Proceedings of The Seventh International Workshop on Designing Meaning Representations (DMR 2026) @ LREC 2026
- First Shared Task on UMR Parsing — our card · 2026 · Proceedings of The Seventh International Workshop on Designing Meaning Representations (DMR 2026) @ LREC 2026
- From Statute to Control Flow: Span-Grounded Deontic Trees for Defeasible Scope Parsing — 2026 · arXiv:2606.08932
- Improving the OOD Performance of Closed-Source LLMs on NLI Through Strategic Data Selection — 2026 · Findings of the Association for Computational Linguistics: EACL 2026
- Lingua-Graph: A Unified Representation of Cross-Task Common Substructures for Analytic Language Processing — 2026 · Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
- Localizing Events in Space: Comparing Humans and AI Models — 2026 · Proceedings of the Fifteenth Language Resources and Evaluation Conference
- Modelling Idiomatic Expressions in Abstract Meaning Representation — 2026 · Proceedings of The Seventh International Workshop on Designing Meaning Representations (DMR 2026) @ LREC 2026
- Modular Neural Machine Translation with a Semantic Pivot - Pilot Study Using AMR — our card · 2026 · Proceedings of the Workshop on Structured Linguistic Data and Evaluation (SLiDE)
- More than ``Oh'''': Grounding Observable Events with Grunts in Multimodal Dialogue — 2026 · Proceedings of the Fifteenth Language Resources and Evaluation Conference
- NCL&HKU-NarrSim at SemEval-2026 Task 4: Aspect-Based Agents and Supervised Contrastive Embeddings for Narrative Similarity — 2026 · Proceedings of the 20th International Workshop on Semantic Evaluation (2026)
- NarSiL at SemEval-2026 Task 4: A Multi-Expert, Multi-Pathway System for Narrative Story Similarity — 2026 · Proceedings of the 20th International Workshop on Semantic Evaluation (2026)
- On the Continued Value of Universal Dependencies in the Era of Large Language Models — 2026 · Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
- Orange @ UMR Parsing Shared Task — 2026 · Proceedings of The Seventh International Workshop on Designing Meaning Representations (DMR 2026) @ LREC 2026
- QFrBLiMP: a Quebec-French Benchmark of Linguistic Minimal Pairs — 2026 · Findings of the Association for Computational Linguistics: EACL 2026
- SETUP: Sentence-level English-To-Uniform Meaning Representation Parser — 2026 · Proceedings of the Fifteenth Language Resources and Evaluation Conference
- SWAN: Semantic Watermarking with Abstract Meaning Representation — 2026 · Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
- Sema System for the DMR 2026 Shared Task: Multistage UMR Parsing with Qwen3-4B — 2026 · Proceedings of The Seventh International Workshop on Designing Meaning Representations (DMR 2026) @ LREC 2026
- Semantic Parsing for Evaluating Large Language Models: Separating Linguistic Abilities with YARN — 2026 · Proceedings of the Fifteenth Language Resources and Evaluation Conference
- Semantic Representation of Relative Clauses in Lexicalized Abstract Meaning Representation — 2026 · Proceedings of the 17th International Conference on Computational Processing of Portuguese (PROPOR 2026) - Vol. 1
- Similar, but why? A Toolkit for Explaining Text Similarity — 2026 · Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 3: System Demonstrations)
- Superframes: A Schema for Lexicon-free Frame-semantic Annotation — 2026 · Proceedings of The Seventh International Workshop on Designing Meaning Representations (DMR 2026) @ LREC 2026
- Syntax is the Key to Semantics: Combining Universal Dependencies and Abstract Meaning Representation — our card · 2026 · Proceedings of the Ninth Workshop on Universal Dependencies (UDW 2026)
- Toward Cognitive Alignment in Large Language Models: Integrating Linguistic Theory and Human Data — 2026 · Proceedings of the 15th Workshop on Cognitive Modeling and Computational Linguistics
- Toward Complete Hospital Discharge Summarization with Abstract Meaning Representation — 2026 · arXiv:2609.13581 · 2026 IEEE 14th International Conference on Healthcare Informatics (ICHI), pp. 93-102, 2026
- Towards Consistent UMR Annotation of Deverbal Nouns: Evidence from Czech and Latin — 2026 · Proceedings of The Seventh International Workshop on Designing Meaning Representations (DMR 2026) @ LREC 2026
- Towards Linguistically-informed Representations for English as a Second or Foreign Language: Review, Construction and Application — 2026 · arXiv:2604.09008
- TrAinMR: an Annotator Training Website for Abstract Meaning Representation — 2026 · Proceedings of The Seventh International Workshop on Designing Meaning Representations (DMR 2026) @ LREC 2026
- Word Alignment-Based Evaluation of Uniform Meaning Representations — our card · 2026 · arXiv:2603.26401
- A Computational Construction Grammar Framework for Modelling Signed Languages — 2025 · Proceedings of the Second International Workshop on Construction Grammars and NLP
- A Computational Simulation of Language Production in First Language Acquisition — 2025 · Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
- A Graph Autoencoder Approach for Gesture Classification with Gesture AMR — 2025 · Proceedings of the 16th International Conference on Computational Semantics
- A Model of Information State in Situated Multimodal Dialogue — 2025 · Proceedings of the 16th International Conference on Computational Semantics
- A Systematic Survey of Semantic Role Labeling in the Era of Pretrained Language Models — 2025 · arXiv:2502.08660
- A Theorem-Proving-Based Evaluation of Neural Semantic Parsing — 2025 · Proceedings of the 8th BlackboxNLP Workshop: Analyzing and Interpreting Neural Networks for NLP
- AMR-RE: Abstract Meaning Representations for Retrieval-Based In-Context Learning in Relation Extraction — 2025 · Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 4: Student Research Workshop)
- ASQ: Automatically Generating Question-Answer Pairs Using AMRs — 2025 · Proceedings of the 15th International Conference on Recent Advances in Natural Language Processing - Natural Language Processing in the Generative AI Era
- AdvERSEM: Adversarial Robustness Testing and Training of LLM-based Groundedness Evaluators via Semantic Structure Manipulation — 2025 · Proceedings of the 14th Joint Conference on Lexical and Computational Semantics (*SEM 2025)
- Alignements entre attention et sémantique dans des modèles de langues pré-entraînés — 2025 · Actes des 32ème Conférence sur le Traitement Automatique des Langues Naturelles (TALN), volume 1 : articles scientifiques originaux
- An Empirical Study of Large Language Models for Vietnamese Abstract Meaning Representation Parsing — 2025 · Proceedings of the 11th International Workshop on Vietnamese Language and Speech Processing
- AnCast++: Document-Level Evaluation of Graph-based Meaning Representations — 2025 · Findings of the Association for Computational Linguistics: ACL 2025
- Approaching the Source of Symbol Grounding with Confluent Reductions of Abstract Meaning Representation Directed Graphs — 2025 · arXiv:2508.11068
- Boosting a Semantic Parser Using Treebank Trees Automatically Annotated with Unscoped Logical Forms — 2025 · Proceedings of the Sixth International Workshop on Designing Meaning Representations
- Bootstrapping UMRs from Universal Dependencies for Scalable Multilingual Annotation — our card · 2025 · Proceedings of the 19th Linguistic Annotation Workshop (LAW-XIX-2025)
- Can ISO 24617-1 go clinical? Extending a General-Domain Scheme to Medical Narratives — 2025 · Proceedings of the 21st Joint ACL - ISO Workshop on Interoperable Semantic Annotation (ISA-21)
- Can Uniform Meaning Representation Help GPT-4 Translate from Indigenous Languages? — 2025 · Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)
- Can dependency parses facilitate generalization in language models? A case study of cross-lingual relation extraction — 2025 · Proceedings of the 4th International Workshop on Knowledge-Augmented Methods for Natural Language Processing
- Compositionality and Sentence Meaning: Comparing Semantic Parsing and Transformers on a Challenging Sentence Similarity Dataset — 2025 · Computational Linguistics
- Construction Grammar Evidence for How LLMs Use Context-Directed Extrapolation to Solve Tasks — 2025 · Proceedings of the Second International Workshop on Construction Grammars and NLP
- DART: An AIGT Detector using AMR of Rephrased Text — 2025 · Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 2: Short Papers)
- DICP: Deep In-Context Prompt for Event Causality Identification — 2025 · Findings of the Association for Computational Linguistics: EMNLP 2025
- Enhancing AMR Parsing with Group Relative Policy Optimization — 2025 · Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025)
- Evaluating Text Style Transfer Evaluation: Are There Any Reliable Metrics? — 2025 · Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 4: Student Research Workshop)
- Evaluation Framework for Layered Meaning Representation — 2025 · Proceedings of the Sixth International Workshop on Designing Meaning Representations
- Examining Multilingual Embedding Models Cross-Lingually Through LLM-Generated Adversarial Examples — 2025 · Findings of the Association for Computational Linguistics: EMNLP 2025
- Exploring Graph Representations of Logical Forms for Language Modeling — 2025 · Findings of the Association for Computational Linguistics: ACL 2025
- GPT4AMR: Does LLM-based Paraphrasing Improve AMR-to-text Generation Fluency? — 2025 · Proceedings of the 9th Widening NLP Workshop
- GRAMMAR-LLM: Grammar-Constrained Natural Language Generation — 2025 · Findings of the Association for Computational Linguistics: ACL 2025
- Generating Text from Uniform Meaning Representation — our card · 2025 · Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics
- Graph-to-Text Approach to Knowledge-Grounded Response Generation in Human–Robot Interaction — 2025 · Dialogue Discourse Volume 16
- Grounded Semantic Role Labelling from Synthetic Multimodal Data for Situated Robot Commands — 2025 · Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
- HEDS 3.0: The Human Evaluation Data Sheet Version 3.0 — 2025 · Proceedings of the Fourth Workshop on Generation, Evaluation and Metrics (GEM\texttwosuperior)
- HSGM: Hierarchical Segment-Graph Memory for Scalable Long-Text Semantics — 2025 · Proceedings of the 14th Joint Conference on Lexical and Computational Semantics (*SEM 2025)
- Injecting Structured Knowledge into LLMs via Graph Neural Networks — 2025 · Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025)
- Integrating Conversational Entities and Dialogue Histories with Knowledge Graphs and Generative AI — 2025 · Proceedings of the 15th International Workshop on Spoken Dialogue Systems Technology
- Interpretable Text Embeddings and Text Similarity Explanation: A Survey — 2025 · Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
- Is neural semantic parsing good at ellipsis resolution, or isn't it? — 2025 · Proceedings of the 16th International Conference on Computational Semantics
- JUDGEBERT: Assessing Legal Meaning Preservation Between Sentences — 2025 · Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
- L'essentiel est invisible pour les représentations sémantiques — 2025 · Actes de l'atelier Avancement de l'AMR et de l'Analyse Sémantique 2025 (4AS)
- LLM-based Contrastive Self-Supervised AMR Learning with Masked Graph Autoencoders for Fake News Detection — 2025 · arXiv:2508.18819
- Label Bias in Symbolic Representation of Meaning — 2025 · Proceedings of the 19th Linguistic Annotation Workshop (LAW-XIX-2025)
- LiDARR: Linking Document AMRs with Referents Resolvers — 2025 · Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations)
- Linguistic Generalizations are not Rules: Impacts on Evaluation of LMs — 2025 · Proceedings of the Second International Workshop on Construction Grammars and NLP
- On the Role of Semantic Proto-roles in Semantic Analysis: What do LLMs know about agency? — 2025 · Findings of the Association for Computational Linguistics: ACL 2025
- One More Modality: Does Abstract Meaning Representation Benefit Visual Question Answering? — 2025 · Findings of the Association for Computational Linguistics: EMNLP 2025
- PARAPHRASUS: A Comprehensive Benchmark for Evaluating Paraphrase Detection Models — 2025 · Proceedings of the 31st International Conference on Computational Linguistics
- Personalized Help for Optimizing Low-Skilled Users' Strategy — 2025 · Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 2: Short Papers)
- PyFCG: Fluid Construction Grammar in Python — 2025 · arXiv:2505.12920
- QA-Noun: Representing Nominal Semantics via Natural Language Question-Answer Pairs — 2025 · Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics
- Quasi-symbolic Semantic Geometry over Transformer-based Variational AutoEncoder — 2025 · Proceedings of the 29th Conference on Computational Natural Language Learning
- Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based — 2025 · The Sixth Workshop on Insights from Negative Results in NLP
- Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based Encoding — 2025 · arXiv:2505.08504
- Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints — 2025 · Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)
- Retrieval-Augmented Generation with Graphs (GraphRAG) — 2025 · arXiv:2501.00309
- SAFT: Structure-Aware Fine-Tuning of LLMs for AMR-to-Text Generation — 2025 · arXiv:2507.13381
- SR-LLM: Rethinking the Structured Representation in Large Language Model — 2025 · Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
- Semantic and Sentiment Dual-Enhanced Generative Model for Script Event Prediction — 2025 · Proceedings of the 31st International Conference on Computational Linguistics
- Sentence Smith: Controllable Edits for Evaluating Text Embeddings — 2025 · Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
- Should I Trust You? Detecting Deception in Negotiations using Counterfactual RL — 2025 · Findings of the Association for Computational Linguistics: ACL 2025
- Structured Discourse Representation for Factual Consistency Verification — 2025 · Findings of the Association for Computational Linguistics: ACL 2025
- Survey of Abstract Meaning Representation: Then, Now, Future — our card · 2025 · arXiv:2505.03229