Native Language Identification
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Benchmarks
italki NLI
Most implemented
Native Language Identification with Big Bird Embeddings
Topics to Avoid: Demoting Latent Confounds in Text Classification
Towards Ethical Content-Based Detection of Online Influence Campaigns
Papers
The Impact of Editorial Intervention on Detecting Native Language Traces
Native Language Identification (NLI) is the task of determining an author's native language (L1) from their non-native writing. With the advent of human-AI co-authorship, learner texts are routinely corrected and rewritt…
Native Language IdentificationGrammatical Error CorrectionCan We Still Hear the Accent? Investigating the Resilience of Native Language Signals in the LLM Era
The evolution of writing assistance tools from machine translation to large language models (LLMs) has changed how researchers write. This study investigates whether this shift is homogenizing research papers by analyzin…
Native Language IdentificationMachine TranslationI can tell whether you are a Native Hawlêri Speaker! How ANN, CNN, and RNN perform in NLI-Native Language Identification
Native Language Identification (NLI) is a task in Natural Language Processing (NLP) that typically determines the native language of an author through their writing or a speaker through their speaking. It has various app…
Native Language IdentificationNLP Privacy Risk Identification in Social Media (NLP-PRISM): A Survey
Natural Language Processing (NLP) is integral to social media analytics but often processes content containing Personally Identifiable Information (PII), behavioral cues, and metadata raising privacy risks such as survei…
Native Language IdentificationSentiment AnalysisRobust Native Language Identification through Agentic Decomposition
Large language models (LLMs) often achieve high performance in native language identification (NLI) benchmarks by leveraging superficial contextual clues such as names, locations, and cultural stereotypes, rather than th…
Native Language IdentificationLeveraging Open-Source Large Language Models for Native Language Identification
Native Language Identification (NLI) - the task of identifying the native language (L1) of a person based on their writing in the second language (L2) - has applications in forensics, marketing, and second language acqui…
Feature EngineeringLanguage AcquisitionLanguage IdentificationMarketing+2