SHEF-Lite: When Less is More for Translation Quality Estimation
By Daniel Beck, Kashif Shah, Trevor Cohn, Lucia Specia. 2013
26 citations recorded by the source corpus.
Subfields: Natural Language Processing, Evaluation & Benchmarks
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Natural Language Processing
- Philipp Koehn
- Lucia Specia
- Ondrej Bojar
- Matt Post
- Barry Haddow
- Graham Neubig
- Christof Monz
- Rico Sennrich
In Evaluation & Benchmarks
- Lucia Specia
- Philipp Koehn
- Ondrej Bojar
- Matt Post
- Barry Haddow
- Chris Hokamp
- Yvette Graham
- Varvara Logacheva
Citations in the corpus
- Findings of the 2015 Workshop on Statistical Machine Translation (2015, neutral): “For sentence-level prediction we did not expect massive gains from larger datasets, as it has been shown that small amounts of data can be as effective or even more effective than the entire collection, if selected in a clever way (Beck et al., 2013a,b).”
- SHEF-NN: Translation Quality Estimation with Neural Networks (2015, methodology): “We also apply GPs with similar settings to those in our WMT13 submission (Beck et al., 2013) us-ing GPy toolkit 3 .”
- SHEF-Lite 2.0: Sparse Multi-task Gaussian Processes for Translation Quality Estimation (2014, result): “These figures represent significant improvements compared to our submission to the same task in last year’s shared task (Beck et al., 2013), where we were not able to beat the baseline.”
- Pushing the Limits of Translation Quality Estimation (2017, background): “…features (Ueffing and Ney, 2007; Bic¸ici, 2013; Shah et al., 2013; Luong et al., 2014), sometimes subject to feature selection (Avramidis, 2012; Beck et al., 2013), recurrent neural networks (de Souza et al., 2014; Kim and Lee, 2016), and systems that combine linear and neural models…”
- Findings of the 2013 Workshop on Statistical Machine Translation (2013, background): “, 2013) LORIA Lorraine Laboratory of Research in Computer Science and its Applications, France (Langlois and Smaili, 2013) SHEF University of Sheffield, UK (Beck et al., 2013) TCD-CNGL Trinity College Dublin & CNGL, Ireland (Moreau and Rubino, 2013) TCD-DCU-CNGL Trinity College Dublin, Dublin City U”