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Methodology
← Understanding
Natural Language Processing
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Understanding
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Semantic Analysis
2901 directly classified papers
Papers per year
2005: 1
2006: 1
2008: 1
2009: 2
2010: 3
2011: 1
2012: 1
2013: 3
2015: 2
2016: 37
2017: 150
2018: 153
2019: 250
2020: 310
2021: 378
2022: 361
2023: 380
2024: 403
2025: 402
2026: 62
Papers
Understand the Implication: Learning to Think for Pragmatic Understanding
ACL 2025
Semantic Frame Induction from a Real-World Corpus
ACL 2025
From Stories to Statistics: Methodological Biases in LLM-Based Narrative Flow Quantification
CONLL 2025
What does memory retrieval leave on the table? Modelling the Cost of Semi-Compositionality with MINERVA2 and sBERT
CONLL 2025
A Continuous Approach to Metaphorically Motivated Regular Polysemy in Language Models
CONLL 2025
From Syntax to Semantics: Evaluating the Impact of Linguistic Structures on LLM-Based Information Extraction
ACL 2025
Can LLMs Interpret and Leverage Structured Linguistic Representations? A Case Study with AMRs
ACL 2025
Illuminating Logical Fallacies with the CAMPFIRE Corpus
ACL 2025
Zhoumou at SemEval-2025 Task 1: Leveraging Multimodal Data Augmentation and Large Language Models for Enhanced Idiom Understanding
ACL 2025
daalft at SemEval-2025 Task 1: Multi-step Zero-shot Multimodal Idiomaticity Ranking
ACL 2025
Annotating Spatial Descriptions in Literary and Non-Literary Text
ACL 2025
Do large language models solve verbal analogies like children do?
CONLL 2025
JNLP at SemEval-2025 Task 1: Multimodal Idiomaticity Representation with Large Language Models
ACL 2025
PALI-NLP at SemEval 2025 Task 1: Multimodal Idiom Recognition and Alignment
ACL 2025
Do Language Models Have Semantics? On the Five Standard Positions
ACL 2025
Where do LLMs Encode the Knowledge to Assess the Ambiguity?
COLING 2025
On Crowdsourcing Task Design for Discourse Relation Annotation
COLING 2025
Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form Generation
EMNLP 2025
Cognitive Linguistic Identity Fusion Score (CLIFS): A Scalable Cognition‐Informed Approach to Quantifying Identity Fusion from Text
EMNLP 2025
Zhoumou at SemEval-2025 Task 1: Leveraging Multimodal Data Augmentation and Large Language Models for Enhanced Idiom Understanding
SEMEVAL 2025
Evaluating Taxonomy Free Character Role Labeling (TF-CRL) in News Stories using Large Language Models
EMNLP 2025
Comparing human and LLM politeness strategies in free production
EMNLP 2025
Bridging Perceptual Gaps in Food NLP: A Structured Approach Using Sensory Anchors
ACL 2025
Natural Language Understanding of Devanagari Script Languages: Language Identification, Hate Speech and its Target Detection
COLING 2025
Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based
NAACL 2025
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