DE eng

Search in the Catalogues and Directories

Hits 1 – 11 of 11

1
Text mining at multiple granularity: leveraging subwords, words, phrases, and sentences
BASE
Show details
2
Classification-based Quality Estimation: Small and Efficient Models for Real-world Applications ...
Abstract: Sentence-level Quality estimation (QE) of machine translation is traditionally formulated as a regression task, and the performance of QE models is typically measured by Pearson correlation with human labels. Recent QE models have achieved previously-unseen levels of correlation with human judgments, but they rely on large multilingual contextualized language models that are computationally expensive and make them infeasible for real-world applications. In this work, we evaluate several model compression techniques for QE and find that, despite their popularity in other NLP tasks, they lead to poor performance in this regression setting. We observe that a full model parameterization is required to achieve SoTA results in a regression task. However, we argue that the level of expressiveness of a model in a continuous range is unnecessary given the downstream applications of QE, and show that reframing QE as a classification problem and evaluating QE models using classification metrics would better reflect ... : EMNLP 2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2109.08627
https://dx.doi.org/10.48550/arxiv.2109.08627
BASE
Hide details
3
As Easy as 1, 2, 3: Behavioural Testing of NMT Systems for Numerical Translation ...
BASE
Show details
4
Putting words into the system's mouth: A targeted attack on neural machine translation using monolingual data poisoning ...
BASE
Show details
5
XLEnt: Mining a Large Cross-lingual Entity Dataset with Lexical-Semantic-Phonetic Word Alignment ...
BASE
Show details
6
Adapting High-resource NMT Models to Translate Low-resource Related Languages without Parallel Data ...
BASE
Show details
7
XLEnt: Mining a Large Cross-lingual Entity Dataset with Lexical-Semantic-Phonetic Word Alignment ...
BASE
Show details
8
Massively Multilingual Document Alignment with Cross-lingual Sentence-Mover's Distance ...
BASE
Show details
9
Beyond English-Centric Multilingual Machine Translation ...
BASE
Show details
10
An exploratory study on multilingual quality estimation
In: 366 ; 377 (2020)
BASE
Show details
11
Incorporating World Knowledge to Document Clustering via Heterogeneous Information Networks
BASE
Show details

Catalogues
0
0
0
0
0
0
0
Bibliographies
0
0
0
0
0
0
0
0
0
Linked Open Data catalogues
0
Online resources
0
0
0
0
Open access documents
11
0
0
0
0
© 2013 - 2024 Lin|gu|is|tik | Imprint | Privacy Policy | Datenschutzeinstellungen ändern