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Methodology
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Machine Learning
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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
Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models
ACL 2025
Class Distillation with Mahalanobis Contrast: An Efficient Training Paradigm for Pragmatic Language Understanding Tasks
ACL 2025
BLCU-ICALL at BEA 2025 Shared Task: Multi-Strategy Evaluation of AI Tutors
ACL 2025
Jim at SemEval-2025 Task 5: Multilingual BERT Ensemble
ACL 2025
Debiasing the Fine-Grained Classification Task in LLMs with Bias-Aware PEFT
ACL 2025
Dynamic Head Selection for Neural Lexicalized Constituency Parsing
ACL 2025
Graphically Speaking: Unmasking Abuse in Social Media with Conversation Insights
ACL 2025
Modeling the Evolution of English Noun Compounds with Feature-Rich Diachronic Compositionality Prediction
ACL 2025
PRISM: A Framework for Producing Interpretable Political Bias Embeddings with Political-Aware Cross-Encoder
ACL 2025
LLM-based Rumor Detection via Influence Guided Sample Selection and Game-based Perspective Analysis
ACL 2025
D-GEN: Automatic Distractor Generation and Evaluation for Reliable Assessment of Generative Models
ACL 2025
Towards Explainable Hate Speech Detection
ACL 2025
When Detection Fails: The Power of Fine-Tuned Models to Generate Human-Like Social Media Text
ACL 2025
FADE: Why Bad Descriptions Happen to Good Features
ACL 2025
Swahili News Classification: Performance, Challenges, and Explainability Across ML, DL, and Transformers
ACL 2025
Modeling Background Knowledge with Frame Semantics for Fine-grained Sentiment Classification
ACL 2025
Multi-Class versus Means-End: Assessing Classification Approaches for Argument Patterns
ACL 2025
CU at BEA 2025 Shared Task: A BERT-Based Cross-Attention Approach for Evaluating Pedagogical Responses in Dialogue
ACL 2025
Archaeology at BEA 2025 Shared Task: Are Simple Baselines Good Enough?
ACL 2025
PetEVAL: A veterinary free text electronic health records benchmark
ACL 2025
Fine‐Tuned Transformers for Detection and Classification of Persuasion Techniques in Slavic Languages
ACL 2025
A Practical Tool to Help Automate Interlinear Glossing: a Study on Mukrī Kurdish
ACL 2025
Knowledge-Grounded Detection of Cryptocurrency Scams with Retrieval-Augmented LMs
ACL 2025
JNLP at SemEval-2025 Task 11: Cross-Lingual Multi-Label Emotion Detection Using Generative Models
ACL 2025
IRNLP at SemEval-2025 Task 10: Multilingual Narrative Characterization and Classification
ACL 2025
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