Core Methods
51,083 papers (8 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Representation Learning (22,308)
Classification (15,497)
Regression (5,281)
Clustering (3,809)
Embedding Learning (3,795)
Metric Learning (2,938)
Graph Neural Networks (1,211)
Graphical Models (1,093)
Feature Learning (891)
Kernel Methods (795)
Dimensionality Reduction (780)
Interpretability (512)
Feature Selection (511)
Matrix Factorization (408)
Ranking (315)
Ensemble Methods (300)
Support Vector Machine (295)
Anomaly Detection (281)
Sequence Modeling (244)
Structured Prediction (237)
Sequence Labeling (157)
Topic Modeling (150)
Sparse Coding (140)
Matrix Completion (131)
Neural Networks (114)
Retrieval (105)
Density Estimation (104)
Estimation (83)
Inference (56)
Decision Tree (50)
Feature Extraction (40)
Model Selection (39)
Prediction (35)
Information Extraction (7)
Papers per year
4
21
30
55
40
51
225
219
249
257
357
364
480
942
818
966
1,394
2,092
3,114
4,415
4,853
5,064
5,371
5,992
6,412
5,823
1,475
2000
'5
'10
'15
'20
'25
Papers (including subtopics)
Benefits of Intermediate Annotations in Reading Comprehension
ACL 2020
BennettNLP at SemEval-2020 Task 8: Multimodal sentiment classification Using Hybrid Hierarchical Classifier
SemEval 2020
BERTatDE at SemEval-2020 Task 6: Extracting Term-definition Pairs in Free Text Using Pre-trained Model
SemEval 2020
BERT-based similarity learning for product matching
COLING 2020
BERT-enhanced Relational Sentence Ordering Network
EMNLP 2020
BERT Implementation for Detecting Adverse Drug Effects Mentions in Russian
COLING 2020
BERT-INT:A BERT-based Interaction Model For Knowledge Graph Alignment
IJCAI 2020
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QA
EMNLP 2020
BERT Knows Punta Cana is not just beautiful, it’s gorgeous: Ranking Scalar Adjectives with Contextualised Representations
EMNLP 2020
BERTnesia: Investigating the capture and forgetting of knowledge in BERT
EMNLP 2020
BERT-QE: Contextualized Query Expansion for Document Re-ranking
EMNLP 2020
BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining
EMNLP 2020
Bessel Smoothing and Multi-Distribution Property Estimation
COLT 2020
Better Algorithms for Estimating Non-Parametric Models in Crowd-Sourcing and Rank Aggregation
COLT 2020
Better AMR-To-Text Generation with Graph Structure Reconstruction
IJCAI 2020
Better Highlighting: Creating Sub-Sentence Summary Highlights
EMNLP 2020
Better Set Representations For Relational Reasoning
NeurIPS 2020
Beyond Adjacency Pairs: Hierarchical Clustering of Long Sequences for Human-Machine Dialogues
EMNLP 2020
Beyond Classification: Whole Slide Tissue Histopathology Analysis By End-To-End Part Learning
MIDL 2020
Beyond Fine-tuning: Few-Sample Sentence Embedding Transfer
AACL 2020
Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs
NeurIPS 2020
Beyond Individualized Recourse: Interpretable and Interactive Summaries of Actionable Recourses
NeurIPS 2020
Beyond Labels: Knowledge Elicitation using Deep Metric Learning and Psychometric Testing
IJCAI 2020
Beyond Linearization: On Quadratic and Higher-Order Approximation of Wide Neural Networks
ICLR 2020
Beyond Pairwise Comparisons in Social Choice: A Setwise Kemeny Aggregation Problem
AAAI 2020