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Methodology
← Core Methods
Machine Learning
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Core Methods
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Classification
15289 directly classified papers
Papers per year
2000: 2
2001: 14
2002: 21
2003: 28
2004: 28
2005: 26
2006: 94
2007: 93
2008: 90
2009: 93
2010: 134
2011: 112
2012: 160
2013: 290
2014: 239
2015: 258
2016: 456
2017: 682
2018: 1145
2019: 1500
2020: 1638
2021: 1667
2022: 1636
2023: 1685
2024: 1600
2025: 1313
2026: 285
Papers
Calibration as a Proxy for Fairness and Efficiency in a Perspectivist Ensemble Approach to Irony Detection
EMNLP 2025
twinhter at LeWiDi-2025: Integrating Annotator Perspectives into BERT for Learning with Disagreements
EMNLP 2025
Identifying Aspects in Peer Reviews
EMNLP 2025
Sarcasm-R1: Enhancing Sarcasm Detection through Focused Reasoning
EMNLP 2025
Modeling North African Dialects from Standard Languages
EMNLP 2025
ArabEmoNet: A Lightweight Hybrid 2D CNN-BiLSTM Model with Attention for Robust Arabic Speech Emotion Recognition
EMNLP 2025
From Noise to Clarity: Filtering Real and LLM-Generated Samples for Enhanced Intent Detection
EMNLP 2025
CodeComplex: Dataset for Worst-Case Time Complexity Prediction
EMNLP 2025
Do BERT-Like Bidirectional Models Still Perform Better on Text Classification in the Era of LLMs?
EMNLP 2025
CLEAR: A Clinically Grounded Tabular Framework for Radiology Report Evaluation
EMNLP 2025
[MASK]ED - Language Modeling for Explainable Classification and Disentangling of Socially Unacceptable Discourse.
EMNLP 2025
Token Knowledge: A New Perspective For Knowledge in Large Language Models
EMNLP 2025
Emotion Transfer with Enhanced Prototype for Unseen Emotion Recognition in Conversation
EMNLP 2025
The Enemy from Within: A Study of Political Delegitimization Discourse in Israeli Political Speech
EMNLP 2025
RALS: Resources and Baselines for Romanian Automatic Lexical Simplification
EMNLP 2025
MoVa: Towards Generalizable Classification of Human Morals and Values
EMNLP 2025
The Missing Parts: Augmenting Fact Verification with Half Truth Detection
EMNLP 2025
Personalization up to a Point: Why Personalized Content Moderation Needs Boundaries, and How We Can Enforce Them
EMNLP 2025
UnityAI Guard: Pioneering Toxicity Detection Across Low-Resource Indian Languages
EMNLP 2025
RadEval: A framework for radiology text evaluation
EMNLP 2025
Incremental Summarization for Customer Support via Progressive Note-Taking and Agent Feedback
EMNLP 2025
BullyBench: Youth & Experts-in-the-loop Framework for Intrinsic and Extrinsic Cyberbullying NLP Benchmarking
EMNLP 2025
Towards Robust Few-Shot Relation Classification: Incorporating Relation Description with Agreement
EMNLP 2025
MemeInterpret: Towards an All-in-One Dataset for Meme Understanding
EMNLP 2025
Evaluating LLM-Generated Legal Explanations for Regulatory Compliance in Social Media Influencer Marketing
EMNLP 2025
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