This week, 318 translation tasks were completed by 4 models. 3 documents were sampled for a multi-model blind comparison, with the overall best being gpt-o3 (average score: 9/10).
Weekly Translation Statistics
| Model | Language | Translation Volume | Average Time | Average Quality Score |
|---|---|---|---|---|
| deepseek-v4-flash | en | 51 | 14.5s | Not Rated |
| claude-sonnet-4.6 | ja | 150 | 34.3s | Not Rated |
| passthrough | en | 113 | 0s | Not Rated |
| native-english | en | 2 | - | Not Rated |
| deepseek-v4-flash | zh | 2 | 10.1s | Not Rated |
Sampled Comparative Evaluation
Evaluation 1: UFC President Dana White Responds to AI Promo Criticism: Shut Up and Watch the Fight, AI Is the Future
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| claude-sonnet-4.6 | 9 | 8 | 9 | 8 | 8 |
| deepseek-v4-pro | 9 | 9 | 9 | 9 | 9 |
| gpt-o3 | 9 | 9 | 9 | 9 | 9 |
claude-sonnet-4.6
✓ Terminology is accurate, e.g., 「拡散モデル」is translated correctly and consistently.
✗ The ending content is truncated, making the overall text incomplete.
deepseek-v4-pro
✓ Paragraph transitions are natural, and subheadings like 「核心的な動作方式」are translated fluently.
✗ Some sentences are slightly verbose; for example, the second quote of White's speech is a bit repetitive.
gpt-o3
✓ Logical structure is clear. The subheading 「中核的な仕組み」is faithful to the original and natural.
✗ Compared to version B, some expressions are slightly more formal, lacking colloquial feel.
Conclusion: Versions B and C are close in overall quality and superior to A. It is recommended to prioritize B or C.
Evaluation 2: Higgs Audio v3 TTS Lands on SGLang-Omni: A Breakthrough in Real-Time, Controllable Voice Agents
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| passthrough | 5 | 6 | 8 | 4 | 5 |
| deepseek-v4-pro | 9 | 8 | 9 | 8 | 8 |
| gpt-o3 | 9 | 9 | 9 | 9 | 9 |
passthrough
✓ The title's "Real-Time, Controllable Speech for Voice Agents" roughly matches the original meaning, with terms largely preserved.
✗ The content retains a large number of HTML tags and the original English text, rather than being a true translation from Chinese; paragraph structure is disorganized and incomplete.
deepseek-v4-pro
✓ The title uses "Lands on" to accurately convey the meaning of "登陆", and technical details like "8 discrete codebooks" and "25 fps" are handled properly.
✗ The ending abruptly cuts off at "covering 111 languages", lacking a complete conclusion, which affects overall readability.
gpt-o3
✓ Fluency is good; "allows developers to directly control emotion, style, prosody" is natural and faithful to the original.
✗ There is also content truncation, with the paragraph ending at "which", making the structure incomplete.
Conclusion: Version C offers the best overall fluency and readability. Version B is close in accuracy and terminology consistency. Version A has the lowest quality due to not being a genuine translation.
Evaluation 3: Gemini Personalized AI Image Generation Rolls Out to Free Users in the US
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| claude-sonnet-4.6 | 9 | 8 | 9 | 8 | 8 |
| deepseek-v4-pro | 9 | 9 | 9 | 9 | 9 |
| gpt-o3 | 9 | 9 | 9 | 9 | 9 |
claude-sonnet-4.6
✓ Terminology consistency is good; for example, 「差分プライバシー処理」accurately corresponds to the original privacy processing concept.
✗ Some long sentences feel slightly awkward in transition, such as the phrase "Googleプロダクト担当バイスプレジデントは公式ブログでこう述べた" which has a noticeable translation tone.
deepseek-v4-pro
✓ Fluency is excellent; for instance, 「あなたの個人デジタル世界の視覚的延長です」is natural and context-appropriate.
✗ Certain expressions are slightly simplified, such as 「想像して」deviating a bit from the original meaning of "complement".
gpt-o3
✓ Readability is strong; for example, 「視覚化した延長線上の存在です」has clear and natural logical flow.
✗ Some word choices are slightly verbose, such as 「明示的に尋ねられていないにもかかわらず」, which could be further streamlined.
Conclusion: The three versions are close in overall quality. B and C slightly outperform A in fluency and readability, with no serious translation errors across any version.
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