Karl Stratos | DeepAI

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∙ 07/01/2023

Improving Multitask Retrieval by Promoting Task Specialization

In multitask retrieval, a single retriever is trained to retrieve releva...

0 Wenzheng Zhang, et al. ∙

∙ 10/05/2021

EntQA: Entity Linking as Question Answering

A conventional approach to entity linking is to first find mentions in a...

0 Wenzheng Zhang, et al. ∙

∙ 04/13/2021

Understanding Hard Negatives in Noise Contrastive Estimation

The choice of negative examples is important in noise contrastive estima...

0 Wenzheng Zhang, et al. ∙

∙ 03/08/2021

Fast and Effective Biomedical Entity Linking Using a Dual Encoder

Biomedical entity linking is the task of identifying mentions of biomedi...

0 Rajarshi Bhowmik, et al. ∙

∙ 01/20/2021

Generating (Formulaic) Text by Splicing Together Nearest Neighbors

We propose to tackle conditional text generation tasks, especially those...

0 Sam Wiseman, et al. ∙

∙ 12/30/2020

kōan: A Corrected CBOW Implementation

It is a common belief in the NLP community that continuous bag-of-words ...

0 Ozan Irsoy, et al. ∙

∙ 12/08/2020

Unsupervised Label Refinement Improves Dataless Text Classification

Dataless text classification is capable of classifying documents into pr...

0 Zewei Chu, et al. ∙

∙ 10/03/2020

Mining Knowledge for Natural Language Inference from Wikipedia Categories

Accurate lexical entailment (LE) and natural language inference (NLI) of...

0 Mingda Chen, et al. ∙

∙ 09/29/2020

Natcat: Weakly Supervised Text Classification with Naturally Annotated Datasets

We seek to improve text classification by leveraging naturally annotated...

0 Zewei Chu, et al. ∙

∙ 06/11/2020

Discrete Latent Variable Representations for Low-Resource Text Classification

While much work on deep latent variable models of text uses continuous l...

0 Shuning Jin, et al. ∙

∙ 04/08/2020

Learning Discrete Structured Representations by Adversarially Maximizing Mutual Information

We propose learning discrete structured representations from unlabeled d...

14 Karl Stratos, et al. ∙

∙ 08/31/2019

EntEval: A Holistic Evaluation Benchmark for Entity Representations

Rich entity representations are useful for a wide class of problems invo...

0 Mingda Chen, et al. ∙

∙ 06/10/2019

Label-Agnostic Sequence Labeling by Copying Nearest Neighbors

Retrieve-and-edit based approaches to structured prediction, where struc...

0 Sam Wiseman, et al. ∙

∙ 04/20/2018

Inter-Annotator Agreement Networks

This work develops a simple information theoretic framework that capture...

0 Karl Stratos, et al. ∙

∙ 01/16/2018

OneNet: Joint Domain, Intent, Slot Prediction for Spoken Language Understanding

In practice, most spoken language understanding systems process user inp...

0 Young-Bum Kim, et al. ∙

∙ 07/21/2017

Reconstruction of Word Embeddings from Sub-Word Parameters

Pre-trained word embeddings improve the performance of a neural model at...

0 Karl Stratos, et al. ∙

∙ 07/20/2017

A Sub-Character Architecture for Korean Language Processing

We introduce a novel sub-character architecture that exploits a unique c...

0 Karl Stratos, et al. ∙

∙ 12/08/2016

Entity Identification as Multitasking

Standard approaches in entity identification hard-code boundary detectio...

0 Karl Stratos, et al. ∙

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