Life & fun · December 28, 2023
Vocab Miner – find new words in Spanish from texts
In plain words
Vocab Miner is a tool for learning Spanish that extracts unfamiliar words from texts users provide. It helps Spanish learners identify and study new vocabulary in context by analyzing documents or passages. The tool is designed for anyone working to expand their Spanish language skills through reading practice, making vocabulary acquisition more targeted and efficient.
written from the facts on this page · September 2026
Does the same job
all alternatives →

- VTVocab Top – AI-powered vocabulary builder that helps you retain wordsAug 2026 · vocab.top · ▲18


- VEVocab extractor for language learners using Stanza and frequency ranksMar 2026 · huggingface.co · ▲6
I'm building a Telegram bot to practice Dutch. GPT-4o-mini kept picking vocabulary words I already knew, so I built a classical NLP pipeline to do it instead. It takes a short text + learner level (A0–B1) and returns the best words to study, using Stanza for parsing and corpus frequency ranks (SUBTLEX-NL, srLex, SUBTLEX-US) for scoring. Wins at A1/A2, loses at A0 where the LLM picks more obvious words. I also tried adding multi-word phrases (ADJ+NOUN, VERB+NOUN, phrasal verbs) backed by NPMI-scored collocation whitelists. Couldn't beat GPT there because it just "knows" which phrases…
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