A report on the 2017 native language identification shared task
Abstract Native Language Identification (NLI) is the task of automatically identifying the
native language (L1) of an individual based on their language production in a learned …
native language (L1) of an individual based on their language production in a learned …
Native language identification with classifier stacking and ensembles
Ensemble methods using multiple classifiers have proven to be among the most successful
approaches for the task of Native Language Identification (NLI), achieving the current state …
approaches for the task of Native Language Identification (NLI), achieving the current state …
Multitask deep learning for native language identification
V Habic, A Semenov, EL Pasiliao - Knowledge-Based Systems, 2020 - Elsevier
Identifying the native language of a person by their text written in English (L1 identification)
plays an important role in such tasks as authorship profiling and identification. With the …
plays an important role in such tasks as authorship profiling and identification. With the …
Scaling native language identification with transformer adapters
AY Uluslu, G Schneider - arXiv preprint arXiv:2211.10117, 2022 - arxiv.org
Native language identification (NLI) is the task of automatically identifying the native
language (L1) of an individual based on their language production in a learned language. It …
language (L1) of an individual based on their language production in a learned language. It …
Native Language Identification in Texts: A Survey
We present the first comprehensive survey of Native Language Identification (NLI) applied to
texts. NLI is the task of automatically identifying an author's native language (L1) based on …
texts. NLI is the task of automatically identifying an author's native language (L1) based on …
A deep generative approach to native language identification
Native language identification (NLI)–identifying the native language (L1) of a person based
on his/her writing in the second language (L2)–is useful for a variety of purposes, including …
on his/her writing in the second language (L2)–is useful for a variety of purposes, including …
[PDF][PDF] One Model to Rule them all
J Bjerva - Multitask and Multilingual Modelling for Lexical …, 2017 - research.rug.nl
University of Groningen One Model to Rule them All Bjerva, Johannes Page 1 University of
Groningen One Model to Rule them All Bjerva, Johannes IMPORTANT NOTE: You are advised …
Groningen One Model to Rule them All Bjerva, Johannes IMPORTANT NOTE: You are advised …
One model to rule them all: Multitask and multilingual modelling for lexical analysis
J Bjerva - arXiv preprint arXiv:1711.01100, 2017 - arxiv.org
When learning a new skill, you take advantage of your preexisting skills and knowledge. For
instance, if you are a skilled violinist, you will likely have an easier time learning to play …
instance, if you are a skilled violinist, you will likely have an easier time learning to play …
Native Language Identification with Big Bird Embeddings
Native Language Identification (NLI) intends to classify an author's native language based
on their writing in another language. Historically, the task has heavily relied on time …
on their writing in another language. Historically, the task has heavily relied on time …
A Study of Transformers for Cross-Corpus Native Language Identification
MJ Vian - 2023 - ntnuopen.ntnu.no
Native Language Identification (NLI) aims to discover a person's first language based on
something they have communicated in a second language. While first attempted in 2005 …
something they have communicated in a second language. While first attempted in 2005 …