This week, 376 translation tasks were completed by 4 models. 3 samples were selected for blind multi-model comparison, and gpt-o3 was best overall (average score 8.7/10).
This Week's Translation Statistics
| Model | Language | Translation Volume | Average Duration | Average Quality Score |
|---|---|---|---|---|
| deepseek-v4-flash | en | 68 | 22.6s | Not rated |
| claude-sonnet-4.6 | ja | 187 | 47.5s | Not rated |
| passthrough | en | 116 | 0s | Not rated |
| native-english | en | 1 | - | Not rated |
| deepseek-v4-flash | zh | 1 | 4.9s | Not rated |
| deepseek-v4-flash:backtranslate | en | 3 | 10.6s | Not rated |
Sample Comparison Evaluation
Evaluation 1: South Korea's 4.7 Trillion Won Sovereign AI Plan: Can $3.5 Billion Buy Frontier Capabilities or Only the Illusion of Catching Up?
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| deepseek-v4-flash | 8 | 7 | 8 | 7 | 7 |
| deepseek-v4-pro | 8 | 8 | 9 | 8 | 8 |
| gpt-o3 | 9 | 9 | 9 | 9 | 9 |
deepseek-v4-flash
✓ Accuracy is good; "On October 6, 2026" fully preserves the original date information.
✗ Fluency is insufficient; the sentence structure of "rather than relying on private companies to invest on their own" is somewhat stiff.
deepseek-v4-pro
✓ Terminology consistency is good; "Nvidia Vera Rubin GPUs" matches the technical expression in the original.
✗ The title translation is not complete enough; it lacks the key meaning corresponding to "Only the Illusion".
gpt-o3
✓ Overall fluent and natural; "or Only the Illusion of Catching Up" accurately conveys the original's rhetorical tone.
✗ No obvious major flaws, but some long sentences could be further simplified to improve readability.
Conclusion: Version C has the highest overall quality; its title and body are superior to the other versions in fluency and accuracy, and it is recommended for priority use.
Evaluation 2: GPT-6 Luna and GPT-6 Sol Tie at 80.99 Points: 2026-10-06 Smoke Quick Test Data Brief
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| deepseek-v4-flash | 8 | 7 | 9 | 7 | 7 |
| deepseek-v4-pro | 9 | 8 | 9 | 8 | 8 |
| gpt-o3 | 9 | 8 | 8 | 8 | 8 |
deepseek-v4-flash
✓ Terminology handling is relatively accurate; "code execution" and "material constraints" are translated consistently and fit the technical context.
✗ The content is incomplete; the HTML tag is truncated at "<stro", reducing readability.
deepseek-v4-pro
✓ The title translation is natural; "GPT-6 Luna and GPT-6 Sol Tie at 80.99 Points" directly corresponds to the original meaning.
✗ Some expressions are slightly stiff; "tied for first place of the day" could be further optimized into a more idiomatic expression.
gpt-o3
✓ Paragraph transitions are clear; "not equivalent to the conclusions of the Full weekly leaderboard" faithfully conveys the original's limitation statement.
✗ The capitalization of terms is not fully consistent; "code execution" is sometimes lowercase and sometimes not unified.
Conclusion: The overall quality of the three versions is close; B and C are slightly better than A in completeness and fluency, and B or C is recommended for priority selection.
Evaluation 3: Meta Launches New AI Tool to Combat Ads That Funnel Traffic to Child Sexual Exploitation Content
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| passthrough | 6 | 7 | 8 | 5 | 6 |
| deepseek-v4-pro | 7 | 9 | 8 | 8 | 8 |
| gpt-o3 | 8 | 9 | 9 | 9 | 9 |
passthrough
✓ The handling of Meta's announcement data is relatively direct; "Meta announced Wednesday that it took action against 33.2 million pieces" faithfully preserves the specific figures and time expression.
✗ The text suddenly truncates in the last sentence, "Because of this, Meta said it’s now looking at where an ad sends users, an", making the content incomplete and affecting overall readability.
deepseek-v4-pro
✓ The explanation of the "signposting" strategy is relatively clear; "ads that look unremarkable, or even fully compliant" is natural and fits the ad-review context.
✗ There is a certain degree of over-paraphrasing and content expansion, such as adding "According to TechCrunch" and other information not explicit in the original, deviating from the principle of fidelity.
gpt-o3
✓ The paragraph structure is clear, and the title and body connect smoothly; "the scope of review is expanding from 'what an ad looks like' to 'where the ad ultimately takes users.'" has a natural logical transition.
✗ It also shows a slight tendency toward expansion; for example, the detailed description of the redirect chain is somewhat more than necessary and may exceed the original's scope.
Conclusion: Among the three versions, gpt-o3 has the most balanced overall performance, with better structure and terminology handling; passthrough is the worst due to truncation issues; the deepseek versions are fluent but contain more paraphrasing.
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