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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
Diverse In-Context Example Selection After Decomposing Programs and Aligned Utterances Improves Semantic Parsing
NAACL 2025
Enhancing AMR Parsing with Group Relative Policy Optimization
ACL 2025
SANDWiCH: Semantical Analysis of Neighbours for Disambiguating Words in Context ad Hoc
NAACL 2025
Automatic Extraction of Metaphoric Analogies from Literary Texts: Task Formulation, Dataset Construction, and Evaluation
COLING 2025
The Geometry of Numerical Reasoning: Language Models Compare Numeric Properties in Linear Subspaces
NAACL 2025
ITALIC: An Italian Culture-Aware Natural Language Benchmark
NAACL 2025
BelarusianGLUE: Towards a Natural Language Understanding Benchmark for Belarusian
ACL 2025
Cleanse: Uncertainty Estimation Approach Using Clustering-based Semantic Consistency in LLMs
ACL 2025
How Ambiguous Are the Rationales for Natural Language Reasoning? A Simple Approach to Handling Rationale Uncertainty
COLING 2025
Nunchi-Bench: Benchmarking Language Models on Cultural Reasoning with a Focus on Korean Superstition
ACL 2025
Low-Resource Grammatical Error Correction: Selective Data Augmentation with Round-Trip Machine Translation
ACL 2025
Dr.ECI: Infusing Large Language Models with Causal Knowledge for Decomposed Reasoning in Event Causality Identification
COLING 2025
UZH at SemEval-2025 Task 3: Token-Level Self-Consistency for Hallucination Detection
ACL 2025
Between Hetero-Fatalism and Dark Femininity: Discussions of Relationships, Sex, and Men in the Femosphere
ACL 2025
Metaphor Understanding Challenge Dataset for LLMs
ACL 2024
Linguistically Conditioned Semantic Textual Similarity
ACL 2024
CoUDA: Coherence Evaluation via Unified Data Augmentation
NAACL 2024
Metacognitive Prompting Improves Understanding in Large Language Models
NAACL 2024
Can ChatGPT’s Performance be Improved on Verb Metaphor Detection Tasks? Bootstrapping and Combining Tacit Knowledge
ACL 2024
CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes
NIPS 2024
ABEX: Data Augmentation for Low-Resource NLU via Expanding Abstract Descriptions
ACL 2024
An Examination of the Compositionality of Large Generative Vision-Language Models
NAACL 2024
Metaphor Detection with Context Enhancement and Curriculum Learning
NAACL 2024
NLP_Team1@SSN at SemEval-2024 Task 1: Impact of language models in Sentence-BERT for Semantic Textual Relatedness in Low-resource Languages
SEMEVAL 2024
An Information-Theoretic Approach to Analyze NLP Classification Tasks
ACL 2024
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