Observed arrival · 2026-10-03
SpeakLines turns sitcom dialogue into an English study list
It scores lines from TV scripts for their usefulness to English learners and builds a vocabulary-focused study list.
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●Pro
◎Niche
◉Human
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- For
- English learners who study with TV dialogue
- Worth noticing
- The project reports 92.8% word coverage after 500 lines in one unseen-season test; names are excluded, and coverage is not comprehension.
Field notes
The scoring factors are multiplied together, so a rare word or a line that depends heavily on its scene can lower the result. The list is assembled one line at a time, and the page describes a word as no longer counting toward new learning after it has appeared three times. Its reported tests use later seasons as holdouts; the site also cautions that coverage counts known words, not listening comprehension.
Observed signals
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○OpenPublic substance visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
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