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Representation Learning

4,925 papers

Papers per year

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Papers

Post-Editing Extractive Summaries by Definiteness Prediction EMNLP 2021
A Deep Decomposable Model for Disentangling Syntax and Semantics in Sentence Representation EMNLP 2021
Character-based PCFG Induction for Modeling the Syntactic Acquisition of Morphologically Rich Languages EMNLP 2021
Block-wise Word Embedding Compression Revisited: Better Weighting and Structuring EMNLP 2021
A multilabel approach to morphosyntactic probing EMNLP 2021
Syntactically Diverse Adversarial Network for Knowledge-Grounded Conversation Generation EMNLP 2021
Secoco: Self-Correcting Encoding for Neural Machine Translation EMNLP 2021
Contrastive Representation Learning for Exemplar-Guided Paraphrase Generation EMNLP 2021
To what extent do human explanations of model behavior align with actual model behavior? EMNLP 2021
Test Harder than You Train: Probing with Extrapolation Splits EMNLP 2021
ALL Dolphins Are Intelligent and SOME Are Friendly: Probing BERT for Nouns’ Semantic Properties and their Prototypicality EMNLP 2021
ProSPer: Probing Human and Neural Network Language Model Understanding of Spatial Perspective EMNLP 2021
Variation and generality in encoding of syntactic anomaly information in sentence embeddings EMNLP 2021
Screening Gender Transfer in Neural Machine Translation EMNLP 2021
What BERT Based Language Model Learns in Spoken Transcripts: An Empirical Study EMNLP 2021
Not All Models Localize Linguistic Knowledge in the Same Place: A Layer-wise Probing on BERToids’ Representations EMNLP 2021
Learning Mathematical Properties of Integers EMNLP 2021
How Familiar Does That Sound? Cross-Lingual Representational Similarity Analysis of Acoustic Word Embeddings EMNLP 2021
Do Language Models Know the Way to Rome? EMNLP 2021
Exploratory Model Analysis Using Data-Driven Neuron Representations EMNLP 2021
Fine-Tuned Transformers Show Clusters of Similar Representations Across Layers EMNLP 2021
BERT Has Uncommon Sense: Similarity Ranking for Word Sense BERTology EMNLP 2021
Tracing variation in discourse connectives in translation and interpreting through neural semantic spaces EMNLP 2021
Anaphora Resolution in Dialogue: Description of the DFKI-TalkingRobots System for the CODI-CRAC 2021 Shared-Task EMNLP 2021
The Low-Dimensional Linear Geometry of Contextualized Word Representations EMNLP 2021