This week, 454 translation tasks were completed by 4 models. A sample of 3 articles was selected for multi-model blind comparison; the best overall: claude-sonnet-4.6 (average score 9/10).
This Week's Translation Statistics
| Model | Language | Translation Volume | Average Time | Average Quality Score |
|---|---|---|---|---|
| deepseek-v4-flash | en | 71 | 27.7s | Not rated |
| claude-sonnet-4.6 | ja | 226 | 48.9s | Not rated |
| passthrough | en | 152 | 0s | Not rated |
| deepseek-v4-flash:backtranslate | en | 1 | 142.5s | Not rated |
| native-english | en | 2 | - | Not rated |
| deepseek-v4-flash | zh | 2 | 7s | Not rated |
Sample Comparison Evaluation
Evaluation 1: White House Opposes Regulation: Why Washington Is Slow to Move on AI Legislation
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| claude-sonnet-4.6 | 9 | 9 | 8 | 9 | 9 |
| deepseek-v4-pro | 8 | 8 | 9 | 8 | 8 |
| gpt-o3 | 9 | 9 | 9 | 9 | 9 |
claude-sonnet-4.6
✓ Paragraph transitions are natural; for example, 「手続き上の障壁も無視できない」 flows logically into the following text.
✗ The term 「技術の世代交代」 is somewhat broad and does not emphasize the meaning of “iteration.”
deepseek-v4-pro
✓ Terminology consistency is good; for example, 「冗長弁論」 accurately corresponds to filibuster.
✗ Some expressions are slightly stiff; for example, 「技術の反復が「月」単位で進む」 has a somewhat abrupt rhythm.
gpt-o3
✓ Terminology choices are precise; for example, 「イテレーション」 and 「フロンティアモデル」 both fit the AI context.
✗ Compared with Version A, some sentence patterns are slightly long and the pacing is a bit slower.
Conclusion: The three versions are close in overall quality; Version C is slightly better in terminology accuracy and fluency, and we recommend prioritizing Version C.
Evaluation 2: A Startup's Next Teammate May Be an AI Agent
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| claude-sonnet-4.6 | 9 | 9 | 9 | 8 | 9 |
| deepseek-v4-pro | 8 | 9 | 8 | 9 | 8 |
| gpt-o3 | 9 | 8 | 9 | 9 | 8 |
claude-sonnet-4.6
✓ Fluency is excellent; for example, the shift from 「呼び出される機能」 to 「役割を与えられた存在」 is expressed naturally and fits the logic of the original text.
✗ Readability is slightly weaker; paragraph transitions are a bit verbose. For example, the end of the third paragraph, “9月25日までに登録すると最大200ドルの割引が適用される,” does not transition tightly enough from the preceding text.
deepseek-v4-pro
✓ Readability is best; the structure is clear. For example, the subheading “身分のアップグレード” is concise and forceful, with natural logical connections.
✗ Terminology consistency is slightly weaker; “人員として数えるのか” and the later “人員数” are not expressed consistently enough.
gpt-o3
✓ Accuracy is high; for example, “アイデンティティのアップグレード” faithfully conveys the meaning of “role upgrade” in the original text.
✗ Fluency is slightly inferior; some sentences have a slight translationese flavor. For example, “すなわち…という問いだ” sounds rather formal.
Conclusion: The three versions are close in overall quality. claude-sonnet-4.6 is slightly better in accuracy and fluency and suits formal scenarios; deepseek-v4-pro has the best readability, while gpt-o3 handles terminology robustly.
Evaluation 3: AI Virtual Actor Tells Me “All Life Is Important,” Then Comments on My Clothes
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| passthrough | 5 | 4 | 6 | 5 | 5 |
| deepseek-v4-pro | 8 | 7 | 8 | 7 | 7 |
| gpt-o3 | 9 | 9 | 9 | 9 | 9 |
passthrough
✓ It largely preserved the original HTML links and structure, such as 「<a href="https://www.wired.com/tag/hollywood/">Hollywood</a>」, without additional changes.
✗ The text is severely incomplete; it ends abruptly with 「it s」, which is a clear omission and formatting error.
deepseek-v4-pro
✓ It freely translates “stuck needle spinning around in the same groove” as 「像一根卡住的唱针在同一道沟里打转」, which is both accurate and vivid.
✗ Some sentences are slightly long; for example, the handling of the political topic in the opening paragraph is somewhat stiff, and fluency is not as good as Version C.
gpt-o3
✓ It renders “stuck record needle circling the same groove over and over” as 「像一根卡住的唱针一次次绕着同一道沟里打转」, which is natural, idiomatic, and rhythmic.
✗ There are no obvious flaws; only in very few places could redundant description be tightened further.
Conclusion: Version C is the best overall, leading in accuracy, fluency, and readability; Version B is next; Version A is not recommended because it is incomplete.
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