LingoHub learning atlas · prototype

A word you know is about to become a problem.

Begin with an ordinary guess. Follow the crack it opens into meaning, grammar, sound, history, computation, and real linguistic analysis.

First question~ 45 seconds

One English word. Two ordinary Chinese translations.

brother哥哥/弟弟
Which translation is correct?

Choose before the sentence gives you any more clues.

The on-ramp

Zero-basic is a starting point, not a ceiling.

Every route preserves academic terminology, formal models, and authentic sources. What changes is the order: experience gives each abstraction somewhere to attach.

01

Notice

No terminology needed

Make a prediction about a word, sound, sentence, sign, or tiny dataset you can already inspect.

02

Compare

Evidence enters

Change one thing at a time. The contrast makes a hidden distinction visible and testable.

03

Name

Academic vocabulary

Meet the technical term only after you have seen the job it performs and can point to its evidence.

04

Formalize

Models and notation

Replace the first intuition with a precise definition, representation, alternatives, and limits.

05

Read

Guided academic text

Enter an authentic source with a purpose, a glossary, and questions you already know how to ask.

06

Solve

Independent transfer

Use the idea on a new language or olympiad problem where the surface clues look different.

The whole field

Fourteen sections. One connected map.

Section 01 gives every learner the same entrance. From there, the map branches through language systems and reconnects across meaning, variation, minds, computation, and fieldwork.

14connected sections
84prototype concepts
13academic areas
Macro-scale roadmap

Begin at 01, then follow a connection—or choose your own.

Main route Cross-connection
EnterAnalyzeLanguage systemsMeaning & variationMinds, tools & speakersSynthesize
Section index

Open any submap directly.

Connections recommend useful crossings; they never create prerequisites or locked doors.

Section 01 of 14

Introduction

Why can one word need two translations?

One familiar word produces two ordinary answers. What information is missing?

Lexical semantics · Pragmatics · Translation
Connected sections
Selected Explored Open next
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Academic destination

Introductory semantics and lexical typology

Read an introductory account of form, meaning, context, and cross-linguistic lexicalization without treating technical vocabulary as a wall.

MIT OpenCourseWare + WALS
0 of 6 exploredSuggested after 4
Preview the source anytime
No locked doors

The path guides. It never decides what you are allowed to understand.

Open any concept, cross into another submap, or go directly to a problem. The roadmap exists to reveal hidden prerequisites—not turn them into gates.

Browse the problem bank