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Easper: An Accessible ASR Pipeline for Language Documentation

arXiv cs.CL · 2026-08-13 Cached

This paper presents Easper, an open-source no-code ASR pipeline that lets field linguists fine-tune models like Whisper from ELAN annotations, and evaluates data selection strategies for bootstrapping ASR on low-resource Vanuatu languages.

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#endangered-languages

A Factorial Study of Synthetic Data Generation for Low-Resource Machine Translation using Grammar Books

arXiv cs.CL · 2026-07-27 Cached

This paper introduces a pipeline that uses large language models to extract grammatical rules, example sentences, and lexicons from grammar books to generate synthetic parallel corpora for fine-tuning machine translation models, achieving ChrF++ gains of up to +8.8 on three low-resource languages.

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GlossAssist -- A Tool to Simplify Corpus Creation and Study the Effect of NLP Models in Low-Resource Documentation Settings

arXiv cs.CL · 2026-06-04 Cached

GlossAssist is a tool for creating interlinear glossed text (IGT) corpora in low-resource language documentation settings, built around the CWoMP retrieval-based architecture with an active learning feedback loop that improves predictions as annotators make corrections without retraining the model.

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