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Quantifying social biases in NLP: A generalization and empirical comparison of extrinsic fairness metrics
Measuring bias is key for better understanding and addressing unfairness in NLP/ML
models. This is often done via fairness metrics, which quantify the differences in a model's …
models. This is often done via fairness metrics, which quantify the differences in a model's …
What to do about non-standard (or non-canonical) language in NLP
B Plank - arxiv preprint arxiv:1608.07836, 2016 - arxiv.org
Real world data differs radically from the benchmark corpora we use in natural language
processing (NLP). As soon as we apply our technologies to the real world, performance …
processing (NLP). As soon as we apply our technologies to the real world, performance …
Optimality of syntactic dependency distances
It is often stated that human languages, as other biological systems, are shaped by cost-
cutting pressures but, to what extent? Attempts to quantify the degree of optimality of …
cutting pressures but, to what extent? Attempts to quantify the degree of optimality of …
[PDF][PDF] Synthetic data made to order: The case of parsing
To approximately parse an unfamiliar language, it helps to have a treebank of a similar
language. But what if the closest available treebank still has the wrong word order? We …
language. But what if the closest available treebank still has the wrong word order? We …
On the difficulty of translating free-order case-marking languages
Identifying factors that make certain languages harder to model than others is essential to
reach language equality in future Natural Language Processing technologies. Free-order …
reach language equality in future Natural Language Processing technologies. Free-order …
Memory and locality in natural language
RLJ Futrell - 2017 - dspace.mit.edu
I explore the hypothesis that the universal properties of human languages can be explained
in terms of efficient communication given fixed human information processing constraints. I …
in terms of efficient communication given fixed human information processing constraints. I …
The Linear Arrangement Library. A new tool for research on syntactic dependency structures
The new and growing field of Quantitative Dependency Syntax has emerged at the
crossroads between Dependency Syntax and Quantitative Linguistics. One of the main …
crossroads between Dependency Syntax and Quantitative Linguistics. One of the main …
[PDF][PDF] Universal Dependencies are hard to parse–or are they?
Universal Dependency (UD) annotations, despite their usefulness for cross-lingual tasks
and semantic applications, are not optimised for statistical parsing. In the paper, we ask what …
and semantic applications, are not optimised for statistical parsing. In the paper, we ask what …
Vectorial semantic spaces do not encode human judgments of intervention similarity
P Merlo, F Ackermann - Proceedings of the 22nd conference on …, 2018 - aclanthology.org
Despite their practical success and impressive performances, neural-network-based and
distributed semantics techniques have often been criticized as they remain fundamentally …
distributed semantics techniques have often been criticized as they remain fundamentally …
Role of expectation and working memory constraints in hindi comprehension: An eye-tracking corpus analysis
We used the Potsdam-Allahabad Hindi eye-tracking corpus to investigate the role of
wordlevel and sentence-level factors during sentence comprehension in Hindi. Extending …
wordlevel and sentence-level factors during sentence comprehension in Hindi. Extending …