The Crawl Gap: Where Endangered-Language Web Content Is Lost Before It Reaches a Corpus

Sharvin Goyal


Abstract
Web-crawled corpora now claim that they have coverage of more than a thousand languages, but their subsets for endangered languages remain very small. Prior audits examine what is inside these corpora. We ask a question that complements this idea: what happens to the endangered-language web content that does exist? We curate and verify an inventory of 40 pages from active institutional websites (tribal language programs, community dictionaries, and learning portals) for 16 endangered North American languages from 7 families, and we attribute losses along the full pipeline: (S1) whether Common Crawl ever crawled the page, (S2) whether language identification (LID) recognizes the captured text, (S3) whether a standard quality-filter cascade can help retain it, and (S4) whether any of it reaches a released corpus (FineWeb-2, GlotCC). Most of the loss happens before corpus construction even begins. These websites present to crawlers almost entirely in English, much of the actual language text is served by client-rendered dictionary applications that expose no text to crawlers, 6 of 16 languages have no label in the standard LID model, and none of the 36 inventory domains contributes a single document to any released per-language subset. We release the inventory, the pipeline, and the per-stage attribution to support both crawl-side and community-side remedies.
Anthology ID:
2026.wac-1.21
Volume:
Proceedings of the 13th Web-as-Corpus Workshop
Month:
October
Year:
2026
Address:
Budapest, Hungary
Editors:
Pedro Ortiz Suarez, Laurie Burchell, Nikola Ljubešić, Yves Scherrer, Veronika Laippala, Vuk Dinić, Thom Vaughan
Venues:
WAC | WS
SIG:
SIGWAC
Publisher:
Association for Computational Linguistics
Note:
Pages:
220–223
Language:
URL:
https://aclanthology.org/2026.wac-1.21/
DOI:
Bibkey:
Cite (ACL):
Sharvin Goyal. 2026. The Crawl Gap: Where Endangered-Language Web Content Is Lost Before It Reaches a Corpus. In Proceedings of the 13th Web-as-Corpus Workshop, pages 220–223, Budapest, Hungary. Association for Computational Linguistics.
Cite (Informal):
The Crawl Gap: Where Endangered-Language Web Content Is Lost Before It Reaches a Corpus (Goyal, WAC 2026)
Copy Citation:
PDF:
https://aclanthology.org/2026.wac-1.21.pdf