Parrot Passport

See it. Use it. Bring it back.

Clear images create meaning. Stories add context. Recall and spacing help the word stay with you.

Current decision

Review the word that needs recall

mesaContextual fill · due now
  • Review is due
  • Meaning needs recall
  • Not shown recently
Safeguardsgoal-alignedlevel-awarefallbacks ready

One goal.
A continuously revised plan.

Parrot Passport coordinates explicit learning rules with model-assisted generation and evaluation. The result is not a chat thread. It is a learning plan that keeps moving.

  1. 01Understand intent

    Start with the language and outcome you choose.

  2. 02Build the goal

    Turn that intent into a concrete vocabulary target.

  3. 03Choose and observe

    Select the next action, then learn from the response.

  4. 04Adapt the plan

    Update mastery, scheduling, difficulty, and support.

The evidence

Four research principles, one connected design.

No single technique carries the experience. Images clarify, stories provide repeated context, retrieval checks memory, and spacing decides when a word should return.

01

Retrieval builds recall.

Bringing a meaning back to mind strengthens the path to it.

How it shapes Parrot Passport

Practice cards ask for an answer rather than another reread. Recognition, typed responses, and spoken responses vary the cue while keeping the target word central.

What we do not assume

Retrieval is not the same as high-stakes testing. Feedback matters, and difficulty should stay productive rather than discouraging.

Karpicke & Roediger (2008)The Critical Importance of Retrieval for LearningScience · Read the research ↗
02

Spacing helps memories last.

Learning spread over time is more durable than one crowded session.

How it shapes Parrot Passport

Parrot Passport schedules vocabulary to return and puts due reviews ahead of new material, so a session is guided by memory needs as well as novelty.

What we do not assume

There is no single perfect interval for every person or retention goal. Scheduling is an estimate that should respond to performance.

Cepeda et al. (2006)Distributed Practice in Verbal Recall Tasks: A Review and Quantitative SynthesisPsychological Bulletin · Read the research ↗
03

Context builds understanding.

Repeated encounters show how a word behaves, not only what it means.

How it shapes Parrot Passport

A target word moves from a focused visual introduction into illustrated story slides and later practice instead of living in one isolated flashcard.

What we do not assume

One encounter is rarely mastery, and “ten repetitions” is not a universal finish line. The value of an encounter depends on attention, context, and the kind of knowledge being measured.

Webb (2007)The Effects of Repetition on Vocabulary KnowledgeApplied Linguistics · Read the research ↗
04

Images can clarify meaning.

A useful second mode can make a new word easier to understand.

How it shapes Parrot Passport

Word cards can combine a written meaning, image, and pronunciation. In stories, translations are available on demand so support does not overwhelm the sentence.

What we do not assume

More media is not automatically better. Images and audio should explain the word, not compete for attention.

Ramezanali, Uchihara & Faez (2021)Efficacy of Multimodal Glossing on Second Language Vocabulary Learning: A Meta-analysisTESOL Quarterly · Read the research ↗
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Bring the goal. We’ll build the plan.

You choose the language and destination. Parrot Passport adapts the route.

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