Search Results for author: Mike Zhang

Found 9 papers, 8 papers with code

Evidence > Intuition: Transferability Estimation for Encoder Selection

1 code implementation20 Oct 2022 Elisa Bassignana, Max Müller-Eberstein, Mike Zhang, Barbara Plank

With the increase in availability of large pre-trained language models (LMs) in Natural Language Processing (NLP), it becomes critical to assess their fit for a specific target task a priori - as fine-tuning the entire space of available LMs is computationally prohibitive and unsustainable.

Structured Prediction

Skill Extraction from Job Postings using Weak Supervision

1 code implementation16 Sep 2022 Mike Zhang, Kristian Nørgaard Jensen, Rob van der Goot, Barbara Plank

Aggregated data obtained from job postings provide powerful insights into labor market demands, and emerging skills, and aid job matching.

Experimental Standards for Deep Learning in Natural Language Processing Research

1 code implementation13 Apr 2022 Dennis Ulmer, Elisa Bassignana, Max Müller-Eberstein, Daniel Varab, Mike Zhang, Rob van der Goot, Christian Hardmeier, Barbara Plank

The field of Deep Learning (DL) has undergone explosive growth during the last decade, with a substantial impact on Natural Language Processing (NLP) as well.

Cartography Active Learning

2 code implementations Findings (EMNLP) 2021 Mike Zhang, Barbara Plank

We propose Cartography Active Learning (CAL), a novel Active Learning (AL) algorithm that exploits the behavior of the model on individual instances during training as a proxy to find the most informative instances for labeling.

Active Learning text-classification +1

The Effect of Translationese in Machine Translation Test Sets

1 code implementation WS 2019 Mike Zhang, Antonio Toral

The effect of translationese has been studied in the field of machine translation (MT), mostly with respect to training data.

Machine Translation Translation

Grunn2019 at SemEval-2019 Task 5: Shared Task on Multilingual Detection of Hate

no code implementations SEMEVAL 2019 Mike Zhang, Roy David, Leon Graumans, Gerben Timmerman

The first task (A) is to decide whether a given tweet contains hate against immigrants or women, in a multilingual perspective, for English and Spanish.

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