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Representation Learning

4,516 papers

Papers per year

Papers

Towards Label-Agnostic Emotion Embeddings EMNLP 2021
Enriching and Controlling Global Semantics for Text Summarization EMNLP 2021
Neuralizing Regular Expressions for Slot Filling EMNLP 2021
Exploiting Twitter as Source of Large Corpora of Weakly Similar Pairs for Semantic Sentence Embeddings EMNLP 2021
PAUSE: Positive and Annealed Unlabeled Sentence Embedding EMNLP 2021
XLEnt: Mining a Large Cross-lingual Entity Dataset with Lexical-Semantic-Phonetic Word Alignment EMNLP 2021
Box Embeddings: An open-source library for representation learning using geometric structures EMNLP 2021
Knowledge-Enriched Natural Language Generation EMNLP 2021
Extracting Topics with Simultaneous Word Co-occurrence and Semantic Correlation Graphs: Neural Topic Modeling for Short Texts EMNLP 2021
Mixup Decoding for Diverse Machine Translation EMNLP 2021
Hyperbolic Geometry is Not Necessary: Lightweight Euclidean-Based Models for Low-Dimensional Knowledge Graph Embeddings EMNLP 2021
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding Learning EMNLP 2021
Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning EMNLP 2021
Discovering Representation Sprachbund For Multilingual Pre-Training EMNLP 2021
Robust Fragment-Based Framework for Cross-lingual Sentence Retrieval EMNLP 2021
Exploiting Reasoning Chains for Multi-hop Science Question Answering EMNLP 2021
Exploring Multitask Learning for Low-Resource Abstractive Summarization EMNLP 2021
TIAGE: A Benchmark for Topic-Shift Aware Dialog Modeling EMNLP 2021
Semantic Alignment with Calibrated Similarity for Multilingual Sentence Embedding EMNLP 2021
Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing EMNLP 2021
Is BERT a Cross-Disciplinary Knowledge Learner? A Surprising Finding of Pre-trained Models’ Transferability EMNLP 2021
Enhancing Dual-Encoders with Question and Answer Cross-Embeddings for Answer Retrieval EMNLP 2021
A Neural Graph-based Local Coherence Model EMNLP 2021
Refining BERT Embeddings for Document Hashing via Mutual Information Maximization EMNLP 2021
Learning Numeracy: A Simple Yet Effective Number Embedding Approach Using Knowledge Graph EMNLP 2021