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Core Methods

48,729 papers (8 classified directly here)

Subtopics

Representation Learning (20,822) Classification (15,805) Regression (5,004) Embedding Learning (3,753) Clustering (3,638) Metric Learning (2,854) Graph Neural Networks (1,141) Graphical Models (985) Feature Learning (860) Dimensionality Reduction (707) Kernel Methods (642) Interpretability (499) Feature Selection (479) Matrix Factorization (383) Ranking (283) Ensemble Methods (267) Anomaly Detection (267) Support Vector Machine (254) Sequence Modeling (237) Structured Prediction (205) Sequence Labeling (166) Topic Modeling (123) Sparse Coding (107) Matrix Completion (103) Retrieval (99) Neural Networks (79) Inference (21) Model Selection (19) Decision Tree (16) Prediction (15) Density Estimation (9) Estimation (8) Feature Extraction (7) Information Extraction (7)

Papers per year

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Papers (including subtopics)

Hildoc: Leveraging Hilbert Curve Representation for Accurate and Efficient Document Retrieval AACL 2025
Curved Worlds, Clear Boundaries: Generalizing Speech Deepfake Detection using Hyperbolic and Spherical Geometry Spaces AACL 2025
Breaking Bad: Norms for Valence, Arousal, and Dominance for over 10k English Multiword Expressions AACL 2025
Task-Aligned Tool Recommendation for Large Language Models AACL 2025
Large Temporal Models: Unlocking Temporal Understanding in LLMs for Temporal Relation Classification AACL 2025
CtrlShift: Steering Language Models for Dense Quotation Retrieval with Dynamic Prompts AACL 2025
Differential Mamba AACL 2025
Revisiting Word Embeddings in the LLM Era AACL 2025
LLM-Guided Lifecycle-Aware Clustering of Multi-Turn Customer Support Conversations AACL 2025
Rethinking Large Language Model Architectures for Sequential Recommendations AACL 2025
FINDR: A Fast Influential Data Selector for NL2Code Pretraining AACL 2025
Are Relational Triple Extraction Frameworks Sufficient for Hyper-relational Facts ? AACL 2025
Enhancing BERT Fine-Tuning for Sentiment Analysis in Lower-Resourced Languages AACL 2025
What am I missing here?: Evaluating Large Language Models for Masked Sentence Prediction AACL 2025
Enhancing Long Document Long Form Summarisation with Self-Planning AACL 2025
Faithful Transcription: Leveraging Bible Recordings to Improve ASR for Endangered Languages AACL 2025
Still Not There: Can LLMs Outperform Smaller Task-Specific Seq2Seq Models on the Poetry-to-Prose Conversion Task? AACL 2025
Broken Words, Broken Performance: Effect of Tokenization on Performance of LLMs AACL 2025
ReGraph: Learning to Reformulate Graph Encodings with Large Language Models AACL 2025
Modeling Contextual Passage Utility for Multihop Question Answering AACL 2025
Enhancing Hyperbole and Metaphor Detection with Their Bidirectional Dynamic Interaction and Emotion Knowledge ACL 2025
Extending LLM Context Window with Adaptive Grouped Positional Encoding: A Training-Free Method ACL 2025
S3 - Semantic Signal Separation ACL 2025
MultiSocial: Multilingual Benchmark of Machine-Generated Text Detection of Social-Media Texts ACL 2025
Aligning AI Research with the Needs of Clinical Coding Workflows: Eight Recommendations Based on US Data Analysis and Critical Review ACL 2025