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Methodology
← Core Methods
Machine Learning
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Core Methods
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Representation Learning
18863 directly classified papers
Papers per year
2000: 2
2001: 4
2002: 2
2003: 18
2004: 4
2005: 9
2006: 62
2007: 61
2008: 74
2009: 73
2010: 96
2011: 103
2012: 131
2013: 283
2014: 255
2015: 295
2016: 426
2017: 691
2018: 1066
2019: 1798
2020: 1830
2021: 2207
2022: 2109
2023: 2560
2024: 2177
2025: 1926
2026: 601
Papers
QiMLP: Quantum-inspired Multilayer Perceptron with Strong Correlation Mining and Parameter Compression
AAAI 2025
Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling
AAAI 2025
VidEvent: A Large Dataset for Understanding Dynamic Evolution of Events in Videos
AAAI 2025
KVFKT: A New Horizon in Knowledge Tracing with Attention-Based Embedding and Forgetting Curve Integration
COLING 2025
Enhancing LLMs via High-Knowledge Data Selection
AAAI 2025
CART: A Generative Cross-Modal Retrieval Framework With Coarse-To-Fine Semantic Modeling
ACL 2025
Small Language Model Makes an Effective Long Text Extractor
AAAI 2025
Identifying Query-Relevant Neurons in Large Language Models for Long-Form Texts
AAAI 2025
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning About Actions
AAAI 2025
Overview of the BioLaySumm 2025 Shared Task on Lay Summarization of Biomedical Research Articles and Radiology Reports
ACL 2025
CITI: Enhancing Tool Utilizing Ability in Large Language Models Without Sacrificing General Performance
AAAI 2025
Semantic Reshuffling with LLM and Heterogeneous Graph Auto-Encoder for Enhanced Rumor Detection
COLING 2025
HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding
AAAI 2025
Multi-View Empowered Structural Graph Wordification for Language Models
AAAI 2025
Boosting Short Text Classification with Multi-Source Information Exploration and Dual-Level Contrastive Learning
AAAI 2025
C3oT: Generating Shorter Chain-of-Thought Without Compromising Effectiveness
AAAI 2025
Task Generalization with Autoregressive Compositional Structure: Can Learning from $D$ Tasks Generalize to $D^T$ Tasks?
ICML 2025
Llama See, Llama Do: A Mechanistic Perspective on Contextual Entrainment and Distraction in LLMs
ACL 2025
Editing Memories Through Few Targeted Neurons
AAAI 2025
A Text Embedding Model with Contrastive Example Mining for Point-of-Interest Geocoding
COLING 2025
Improving Model Evaluation using SMART Filtering of Benchmark Datasets
NAACL 2025
Dynamic Prefix as Instructor for Incremental Named Entity Recognition: A Unified Seq2Seq Generation Framework
ACL 2025
High-Dimension Human Value Representation in Large Language Models
NAACL 2025
Rethinking Word Similarity: Semantic Similarity through Classification Confusion
NAACL 2025
BI-Bench : A Comprehensive Benchmark Dataset and Unsupervised Evaluation for BI Systems
ACL 2025
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