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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
Large Language and Protein Assistant for Protein-Protein Interactions Prediction
ACL 2025
Less Mature is More Adaptable for Sentence-level Language Modeling
ACL 2025
Quantifying Semantic Emergence in Language Models
ACL 2025
LexTempus: Enhancing Temporal Generalizability of Legal Language Models Through Dynamic Mixture of Experts
ACL 2025
ControlSpeech: Towards Simultaneous and Independent Zero-shot Speaker Cloning and Zero-shot Language Style Control
ACL 2025
Large Language Models are Good Relational Learners
ACL 2025
Context-Aware Sentiment Forecasting via LLM-based Multi-Perspective Role-Playing Agents
ACL 2025
Topic Modeling for Short Texts via Optimal Transport-Based Clustering
ACL 2025
SQUiD: Synthesizing Relational Databases from Unstructured Text
EMNLP 2025
Interpret and Improve In-Context Learning via the Lens of Input-Label Mappings
ACL 2025
Towards Text-Image Interleaved Retrieval
ACL 2025
Large Margin Representation Learning for Robust Cross-lingual Named Entity Recognition
ACL 2025
QAEncoder: Towards Aligned Representation Learning in Question Answering Systems
ACL 2025
Demons in the Detail: On Implementing Load Balancing Loss for Training Specialized Mixture-of-Expert Models
ACL 2025
Rotation-Equivariant Self-Supervised Method in Image Denoising
CVPR 2025
Improving Handshape Representations for Sign Language Processing: A Graph Neural Network Approach
EMNLP 2025
HyperCRS: Hypergraph-Aware Multi-Grained Preference Learning to Burst Filter Bubbles in Conversational Recommendation System
ACL 2025
Extending LLM Context Window with Adaptive Grouped Positional Encoding: A Training-Free Method
ACL 2025
S3 - Semantic Signal Separation
ACL 2025
PRISM: A Framework for Producing Interpretable Political Bias Embeddings with Political-Aware Cross-Encoder
ACL 2025
Design Choices for Extending the Context Length of Visual Language Models
ACL 2025
The Role of Abstract Representations and Observed Preferences in the Ordering of Binomials in Large Language Models
ACL 2025
ExpandR: Teaching Dense Retrievers Beyond Queries with LLM Guidance
EMNLP 2025
Polarimetric Neural Field via Unified Complex-Valued Wave Representation
ICCV 2025
Semantic Outlier Removal with Embedding Models and LLMs
ACL 2025
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