Linguabase vs. Oxford Languages
Different architectures for different problems.
The Core Difference
At a glance
Oxford sells lookup data—definitions and synonyms for embedding in products.
Linguabase is a complete vocabulary stack built for word games.
Oxford answers: “What does X mean?” and “What’s similar to X?”
Linguabase answers those too, plus: “How hard is this word?” “What hints work without sharing morphology?” “Which sense of X connects to which sense of Y?”
Traditional dictionaries and thesauruses are designed for word substitution—helping writers replace one word with another. Linguabase is designed for word games—validated vocabulary, difficulty rankings, readable definitions, short clues for gameplay, content filters, and semantic connections that power hints and exploration mechanics.
Words with Spaces
Deep Dive
Words with Spaces — an interactive essay on the half-million compound phrases missing from dictionaries.Traditional dictionaries exclude most compound phrases—not because they aren’t words, but because they contain spaces. “Boiling water.” “Saturday night.” “Best friend.” These function as single semantic units—they name things—but dictionaries leave them out. Oxford includes opaque idioms like “red tape” and “cold feet” (where meaning isn’t predictable from parts), but skips transparent compounds that are just as real.
The result: roughly half a million English expressions that function as words aren’t in any dictionary.
|
Oxford |
Linguabase |
| “hot dog” (opaque) |
✓ |
✓ |
| “red tape” (opaque) |
✓ |
✓ |
| “boiling water” (transparent) |
✗ |
✓ |
| “front door” (transparent) |
✗ |
✓ |
| “best friend” (semi-opaque) |
✗ |
✓ |
For word games, this matters. Players think in concepts, not spelling rules. If your game accepts “discombobulate,” it should probably accept “paper towel.”
Linguabase includes ~200K multi-word expressions—compounds, phrasal verbs, and collocations that traditional dictionaries systematically exclude.
By the Numbers
| Dimension |
Oxford SELD |
Linguabase |
| Architecture |
Dictionary + thesaurus cross-refs |
Complete vocabulary stack |
| Relationship count |
600K synonyms |
250M+ connections (2M+ terms, 400K game-curated) |
| Relationship types |
2 (synonym, antonym) |
Weighted by strength |
| Network operations |
None (flat lookup) |
Pathfinding, distance, sense annotation |
| Sense handling |
IDs for disambiguation |
Balanced representation across senses |
| Directionality |
None |
Directional weights |
| Validation |
Human lexicographers |
Human + LLM + confirmation filtering |
| False cognate handling |
Unknown |
291K removed via LLM audit |
| Gestalt/experiential |
None |
Visual, sensory, cultural, emotional |
| Usage examples |
Example sentences |
1.5M from literature, journalism, scholarly sources |
| Definitions |
Numbered sense entries |
~55-word flowing paragraphs |
| Clues |
— |
Short hints for gameplay, multiple angles per term |
| Languages |
50+ |
English only |
| Audio |
Yes |
No |
| Brand |
150+ years, Oxford name |
New (IDEA.org) |
Relationship Comparison
Oxford’s thesaurus is excellent at what it does — finding substitute words. But that’s a different problem than finding associated concepts.
"bridge" — Oxford (thesaurus): Synonyms you could substitute
bridge1: span, overpass, viaduct, flyover, crossing...
bridge2: connect, link, join, unite...
"bridge" — Linguabase: Concepts the word evokes
structure: span, arch, suspension, cantilever, viaduct, girder, abutment...
card game: bidding, trump, slam, contract, partner, duplicate, rubber...
guitar: luthier, saddle, pickups, fretboard, intonation...
dental: crown, implant, prosthetic, false teeth, abutment...
figurative: connection, gap, divide, reconciliation, transition...
Oxford helps writers find substitute words. Linguabase helps applications find where users’ minds might go—including senses (card games, guitar parts, dental work) that thesauruses don’t cover at all. See how we build sense-aware associations →
Definition Comparison
The clearest difference is in how definitions are structured.
Oxford “spring” (excerpt)
spring | spriNG |
────────────────────────────────────────────────────
VERB (past sprang | past participle sprung)
────────────────────────────────────────────────────
1 move or jump suddenly upward or forward
• move rapidly from constrained position
• operate suddenly by mechanism
• [with obj] cause game bird to rise
• [with obj] informal: release a prisoner
2 (spring from) originate or arise from
• appear suddenly or unexpectedly
• (spring up) suddenly develop
3 (of wood) become warped or split
4 (spring for) N.Amer informal: pay for
────────────────────────────────────────────────────
NOUN
────────────────────────────────────────────────────
1 the season after winter...
2 a resilient device (helical metal coil)...
3 a sudden jump upward...
4 a place where water wells up...
5 upward curvature of ship's deck...
────────────────────────────────────────────────────
[Plus phrases, derivatives, etymology = 50+ lines total]
Linguabase “spring”
The noun spring may describe the season following winter when days lengthen and plants start growing; a natural supply of water from the ground (mineral spring); or a device that returns to its original shape when force is removed. Spring also describes a lively quality, suggestive of the rebounding force of spring. To spring is to move suddenly and quickly, often upwards. An instance of this is also called a spring. Something that springs a leak suddenly starts leaking.
Oxford: 5 verb senses, 5 noun senses, sub-senses, phrases, derivatives, etymology — fragmented across 50+ lines. Designed for scholarly completeness.
Linguabase: One readable paragraph covering all senses naturally. Designed for display and AI consumption.
What Oxford Does Well
- Brand authority — “Powered by Oxford” deflects complaints
- Language coverage — 50+ languages from one vendor
- Audio pronunciations — Human-recorded for 500K+ words
- Scholarly completeness — Every usage documented
What Linguabase Does That Oxford Can’t
- Network traversal — Find paths through meaning-space
- Sense-balanced associations — All meanings represented proportionally
- Weighted connections — Filter by relationship strength
- Directional weights — Know which direction is stronger
- 250M+ relationships — associations, categories, and other relationship types—a fundamentally different scope than a synonym thesaurus
- False cognate removal — 291K wrong connections audited out (dig→digress, pan→pandemic)
- Experiential associations (gestalt) — crisis→siren, wedding→white
- Usage examples — 1.5M illustrative quotations from literature, journalism, and scholarly sources
When to Use Oxford
- You need brand credibility (“Powered by Oxford”)
- You need 50+ languages from one vendor
- You need audio pronunciations
- Your use case is pure lookup
When to Use Linguabase
- You’re building word games (spelling, crossword, or semantic)
- You need validated word lists with difficulty rankings
- You need content filters for automated puzzle generation
- You need weighted connections with strength rankings
- You want narrative definitions for display and short clues for gameplay
- You need hints that don’t share morphology with the answer
- You’re building AI reasoning that needs conceptual grounding