Native Language Identification

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

5 shown of 5 papers with code (83 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Native Language Identification with Big Bird Embeddings
  13 Sep 2023 1 repository listed
  Native Language Identification (NLI) intends to classify an author's native language based on their writing in another language.
• Topics to Avoid: Demoting Latent Confounds in Text Classification
  1 Sep 2019 1 repository listed
  Despite impressive performance on many text classification tasks, deep neural networks tend to learn frequent superficial patterns that are specific to the training data and do not always generalize well.
• Towards Ethical Content-Based Detection of Online Influence Campaigns
  29 Aug 2019 1 repository listed
  The detection of clandestine efforts to influence users in online communities is a challenging problem with significant active development.
• On the Development of a Large Scale Corpus for Native Language Identification
  10 Dec 2018 1 repository listed
  It can be used for training machine learning based systems for classifying and identifying the native language of authors of English text.
• A study of N-gram and Embedding Representations for Native Language Identification
  1 Sep 2017 1 repository listed
  We report on our experiments with N-gram and embedding based feature representations for Native Language Identification (NLI) as a part of the NLI Shared Task 2017 (team name: NLI-ISU).