Concept A — Lookup Architecture

Pure Federated Dump

No AI layer at all. Click a word, fan out to every source, show all raw results in a single scrollable stream. The user is the synthesizer — they read through dictionary entries, TM hits, web results, and news mentions, then make their own judgment call. This is the "give me everything" approach.
Source Text
韧性 rèn xìng ZH → EN 6 sources · 14 results
ALL (14) DICT (5) TM (3) WEB (2) NEWS (2) ACAD (1) HIST (1)
By source type By relevance By recency
DICT Dictionaries — 5 entries
DICT Pleco Chinese-English
韧性 (rèn xìng) — resilience, toughness, tenacity
• capacity to recover quickly from difficulties
• ability of substance to withstand difficult conditions
DICT MDBG
韧性 — toughness; resilience; strength and durability
• resilient; tough (materials or character)
• flexibility combined with strength
DICT Oxford Chinese-English
韧性 (rèn xìng) — resilience; toughness; tenacity
• elasticity (referring to materials)
• quality of adjusting to misfortune or change
DICT CC-CEDICT
韧性 rèn xìng — toughness; resilience; strength and pliability
(rèn) — pliable but strong; resilient; flexible
DICT Yabla
韧性 — resilience, ability to bounce back; durability
• psychology (mental), materials (toughness), economics (resilience)

TM Translation Memory — 3 matches
TM 97% Project: Economic Report Q3
SRC: 中国经济展现出了强大的韧性
TGT: China's economy demonstrated strong resilience
TM 82% Project: Policy Brief
SRC: 提高供应链的韧性和安全性
TGT: Improve supply chain resilience and security
TM 71% Project: Materials Science
SRC: 这种合金具有优异的韧性
TGT: This alloy has excellent toughness

WEB Web Results — 2 pages
WEB chinesetranslation.com
How to translate 韧性: Complete ZH-EN Guide
Translating 韧性 requires context. "Resilience" most common; alternatives: "toughness" (physical), "tenacity" (character), "durability" (materials)...
WEB hackingchinese.com
Character breakdown: 韧 (tough) + 性 (nature) = 韧性
韧 means "pliable yet strong" — like bamboo bending but not breaking. Combined with 性 it becomes "the quality of being resilient"...

NEWS News — 2 articles
NEWS reuters.com · 3 days ago
China's economic resilience: What 韧性 means in business
Analysts use "经济韧性" for China's economic resilience. Connotes adaptive strength specific to Chinese economic philosophy...
NEWS psychologytoday.com · 1 week ago
Building resilience in uncertain times
Experts discuss 韧性 in mental health contexts. "The concept includes psychological toughness AND adaptability," says Dr. Chen...

ACAD Academic — 1 paper
ACAD tandfonline.com · 2024
Translating resilience terminology: A corpus study
Chinese 韧性 maps to multiple English terms: resilience (flexible recovery), 坚韧 (firm perseverance), 顽强 (stubborn tenacity). Unlike English "resilience," 韧性 emphasizes enduring under pressure...

YOUR HISTORY Previous lookups — 1 match
YOU 2 hours ago
Looked up: 韧性 → resilience
Context: 中国经济展现出了强大的韧性
Chose: resilience (added to lexicon)
no AI anywhere —
user does the synthesis
← filter by source type
your own history
at the bottom ↗
TM shows match %
and project name →
+ Pros
Total transparency — no black box
User sees exactly what each source says
Filter/sort lets user control what they see
No AI hallucination risk
Simpler to build (no RAG pipeline)
– Cons
Overwhelming — 14 results to scan
No contextual guidance (which one fits HERE?)
Repetitive — 5 dictionaries say similar things
User must do all the cognitive work
Slower for experienced translators
? When this wins
This is the right approach for translators who distrust AI, for very technical domains where AI might hallucinate, or as a "power user mode" toggle within the AI-summary version. Good candidate for a user preference setting.
Concept B — Lookup Architecture

Conversational / Chat Lookup

Instead of a structured results panel, the lookup is a conversation. Click a word and Lexi responds like a knowledgeable colleague: "Here's what I think, and here's why." The user can ask follow-up questions — "What about in a legal context?" "How is this different from 坚韧?" — and the AI refines its answer.
Source Text
韧性 ZH → EN CHAT MODE
Clicked "韧性" in paragraph 1 · context sent automatically
✦ LEXI
韧性 → resilience (in this context)

In "中国经济展现出了强大的韧性," this is about an economy's capacity to absorb shocks and keep functioning. "Resilience" is the strongest fit here because it captures both the durability and recovery aspects.

Other options:
toughness — works for materials/physical contexts
tenacity — better for describing a person's character
elasticity — more technical/economics jargon

Sources: Oxford, Pleco, MDBG, 3 TM matches, 2 web results
What about "robustness"? I've seen that used for economies too
✦ LEXI
Good instinct — "robustness" does appear in economic writing. The difference:

resilience = bouncing back AFTER a shock
robustness = resisting the shock in the first place

Your source sentence emphasizes 展现出了 (demonstrated/showed), which implies the economy went through something and came out strong — that's resilience, not robustness.

That said, if the next sentence focuses on structural strength, "robustness" could work there.
How does 韧性 differ from 坚韧?
✦ LEXI
韧性 (rèn xìng) = the quality/property of being resilient. Abstract noun — "resilience."

坚韧 (jiān rèn) = firm + tough. More about stubborn perseverance — "tenacious" or "unyielding." Often describes people, not systems.

In your economic context, 韧性 is correct. 坚韧 would sound strange for an economy.
Ask a follow-up about 韧性... Send
Use "resilience" → Show raw sources + Add to Lexicon
conversation, not
a static results page
quick actions at bottom
to commit or drill deeper
user can ask about
related terms, nuance,
register differences
+ Pros
Handles nuance and follow-ups naturally
User can ask exactly what they need
Explains reasoning, not just answers
Great for learning / less experienced translators
Can compare terms, ask about register
– Cons
Slow — each exchange takes seconds
Can't scan/compare at a glance
Conversation grows long, hard to reference later
AI latency adds up with many lookups
Power users want instant answers, not dialogue
? When this wins
For difficult/ambiguous terms where the translator needs to think through options. Works as a secondary mode — "Ask Lexi" button below the structured results for when the AI summary isn't enough.
Concept C — Lookup Architecture

Semantic / Spatial Map

Translation options arranged spatially by semantic proximity. The center node is the source term; branches show English options positioned by meaning distance. Closer = more similar. Color encodes domain (economics, materials science, psychology). Click a node to see its sources and examples.
Source Text
韧性 rèn xìng ZH → EN MAP VIEW
韧性
rèn xìng
resilience ★
economics · 5 sources
toughness
materials · 3 sources
tenacity
character · 2 sources
elasticity
technical · 2 sources
durability
materials · 2 sources
robustness
economics · 1 source
坚韧 (related)
jiān rèn · "tenacious"
DOMAINS: ● economics ● materials ● character ● technical
distance from center =
semantic distance from 韧性

bar = confidence in context
+ Pros
Visual semantic relationships at a glance
Domain encoding helps pick the right term
Shows related terms (坚韧) naturally
Memorable / engaging interaction
– Cons
Hard to show detailed definitions spatially
Node positioning is algorithmic — might feel arbitrary
Doesn't scale well beyond 6-8 options
Source attribution buried behind clicks
Novel = unfamiliar = learning curve
? When this wins
For terms with many near-synonyms where the semantic distinctions matter (resilience vs. toughness vs. tenacity). Could work as an alternate "explore" view for when the user wants to understand the semantic field.
Concept D — Lookup Architecture

Decision View — Side-by-Side Comparison

Optimized for the moment of decision. Instead of listing options vertically, the top 2-3 candidates are placed in columns so the user can directly compare definitions, example sentences, source counts, and domain fit. Like a product comparison page for translations.
Source Text
韧性 ZH → EN COMPARE MODE
IN CONTEXT: 中国经济展现出了强大的韧性
✦ AI RECOMMENDS: "resilience" — best fit for economic context
resilience ★
DEFINITION
Capacity to recover quickly from difficulties; strength and adaptability
EXAMPLE
"The economy showed remarkable resilience during the crisis."
DOMAIN FIT
economics ★★★★★
SOURCES
Oxford · Pleco · MDBG · Yabla
TM: 2 exact matches
Web: 3 results
Choose This
toughness
DEFINITION
Quality of being strong and able to withstand adverse conditions
EXAMPLE
"Material toughness is essential for construction."
DOMAIN FIT
economics ★★☆☆☆
SOURCES
Cambridge · Pleco
TM: 1 match (materials)
Web: 0 results
Choose This
tenacity
DEFINITION
Quality of being determined and persistent; dogged
EXAMPLE
"Her tenacity helped her overcome every obstacle."
DOMAIN FIT
economics ★☆☆☆☆
SOURCES
Collins
TM: 0 matches
Web: 1 result
Choose This
+ Show more options (elasticity, durability, robustness...)
optimized for deciding,
not for browsing
domain-fit bars make the
right choice obvious ↑
+ Pros
Direct comparison eliminates scrolling
Domain fit bars make the answer visual
"Choose This" = one-click decision
Shows exactly the same dimensions for each option
AI recommendation at top primes the choice
– Cons
Only fits 2-3 options side by side
Columns get cramped in a split panel
Hides the raw source evidence
Overkill for easy terms with obvious translations
Assumes the user is choosing, not researching
? When this wins
For ambiguous terms where 2-3 valid options exist and the translator needs to weigh trade-offs. Could be a "compare" mode triggered when the AI detects multiple strong candidates with close confidence scores.
Concept E — Lookup Architecture

Concordance Timeline

Shows every occurrence of the term across time and across sources — how it's been translated before (by you and others), how it's used in news and academic writing, and how its usage has shifted. Organized chronologically rather than by source type. The lookup becomes a research trail.
Source Text
韧性 ZH → EN TIMELINE
QUICK ANSWER
resilience used 78% of the time in economic contexts + Lexicon
CONCORDANCE TIMELINE
YOU 2 hours ago
中国经济展现出了强大的韧性
resilience (added to lexicon)
TM Project: Econ Report · 3 days ago
提高供应链的韧性和安全性
resilience
NEWS reuters.com · 1 week ago
分析师讨论经济韧性的含义
→ "economic resilience" (in English version of article)
TM Project: Materials Science · 2 weeks ago
这种合金具有优异的韧性
toughness (different domain!)
ACAD tandfonline.com · 2024
中文韧性词汇的翻译策略研究
→ notes that resilience is preferred for abstract/systemic uses while toughness is preferred for physical/material uses
NEWS psychologytoday.com · 1 month ago
心理健康专家讨论韧性的重要性
→ "psychological resilience"
YOU 2 months ago
展现出惊人的心理韧性
resilience
PATTERN DETECTED
You have translated 韧性 as "resilience" in 3/4 past uses. The one exception was in a materials science context where you used "toughness."
In today's economic context → resilience is consistent with your history.
chronological order
mixes all source types
pattern detection
shows your own habits ↑
← domain shift visible:
"toughness" only in
materials science
+ Pros
Shows how translations shift by context / domain
Your own history = consistency check built in
Pattern detection is genuinely useful
Chronological order reveals trends
Every instance is a bilingual example sentence
– Cons
Long timeline requires scrolling
Mixes source types — can't quickly scan just dictionaries
"Quick answer" at top may be all users need
Requires enough history data to be useful
Pattern detection needs multiple past lookups
? When this wins
For translators working on long-term projects or recurring domains. The consistency detection alone could justify this as a secondary view. The "pattern detected" block could be extracted into the main AI Summary tab.