This week, 476 translation tasks were completed by 5 models. 3 samples were drawn for a blind multi-model comparison; the best overall was deepseek-v4-pro (average score 8.7/10).
This Week's Translation Statistics
| Model | Language | Volume | Avg. Time | Avg. Quality Score |
|---|---|---|---|---|
| deepseek-v4-flash | en | 91 | 23.3s | Not rated |
| claude-sonnet-4.6 | ja | 237 | 45.7s | Not rated |
| passthrough | en | 138 | 0s | Not rated |
| deepseek-v4-flash:backtranslate | en | 6 | 14s | Not rated |
| native-english | en | 2 | - | Not rated |
| deepseek-v4-flash | zh | 2 | 5.4s | Not rated |
Sampled Comparative Evaluation
Evaluation 1: Claude Opus 4.7, GPT-5.5, GPT-6 Astra and GPT-6.1 Sol Tie at 86.25 Points: October 2, 2026 Smoke Quick-Test Data Brief
| Model | Accuracy | Fluency | Terminology | Readability | Total |
|---|---|---|---|---|---|
| deepseek-v4-flash | 9 | 8 | 9 | 8 | 8 |
| deepseek-v4-pro | 9 | 9 | 9 | 9 | 9 |
| gpt-o3 | 8 | 9 | 8 | 9 | 8 |
deepseek-v4-flash
✓ Accurately reproduces the meaning of "tie at 86.25 points" and "Smoke quick test" from the original; terms such as "Code Execution" and "Material Constraints" are consistent.
✗ The body opens directly with <p>, and the title was not translated separately, making the structure less clear than versions B and C.
deepseek-v4-pro
✓ The title translation "Tie at 86.25 Points" is natural, paragraph transitions are smooth, and "single-day score" fits the technical context.
✗ In the JSON structure, the content of the translation field slightly duplicates the body text, making the overall format somewhat redundant.
gpt-o3
✓ The date rendering "October 2, 2026" is clear, and the plural "model capabilities" reads more naturally.
✗ "Main Leaderboard" appears twice in the table, so terminology consistency is slightly weaker than A and B.
Conclusion: Version B is the best overall, with the best fluency and readability; versions A and C are close behind and can be chosen according to formatting needs.
Evaluation 2: SGLang SSD Expert Pack: Running DeepSeek-V4-Flash and Kimi-K3 on Consumer-Grade Hardware
| Model | Accuracy | Fluency | Terminology | Readability | Total |
|---|---|---|---|---|---|
| claude-sonnet-4.6 | 8 | 9 | 9 | 8 | 8 |
| deepseek-v4-pro | 9 | 8 | 9 | 9 | 9 |
| gpt-o3 | 8 | 8 | 8 | 8 | 8 |
claude-sonnet-4.6
✓ Fluency is good; "VRAMの問題をストレージの問題に変換する" conveys the title's meaning naturally and fits Japanese expression conventions.
✗ The end of the version is severely truncated — "SGLangはllam" — leaving the content incomplete and hurting overall readability.
deepseek-v4-pro
✓ Terminology consistency is strong; "エキスパートパック" corresponds accurately to "Expert Pack", and the structure is complete.
✗ Some phrasing is slightly stiff; "ハードルは非常に高いです" reads a little too literally in Japanese and could be more natural.
gpt-o3
✓ Accuracy is acceptable; "VRAM問題をストレージ問題へ転換する" is basically faithful to the original meaning.
✗ This version is also truncated, with "DeepS" left unfinished, hurting readability and completeness.
Conclusion: Version B is the best overall, with a complete structure, consistent terminology and clear logic; A and C are clearly weaker due to truncation issues.
Evaluation 3: Nvidia Releases a New Platform to Put Reins on Out-of-Control AI Agents
| Model | Accuracy | Fluency | Terminology | Readability | Total |
|---|---|---|---|---|---|
| passthrough | 6 | 5 | 7 | 6 | 5 |
| deepseek-v4-pro | 8 | 9 | 8 | 9 | 8 |
| gpt-o3 | 9 | 9 | 9 | 9 | 9 |
passthrough
✓ The description of the security layer of Nvidia's new platform is basically faithful to the original, without adding excessive content.
✗ There are obvious grammatical errors, such as the missing article in "to problem", and the overall translation is stilted, with stiff sentences.
deepseek-v4-pro
✓ The title and body share a consistent style, using the "put reins on" image to echo the original title, and the term "prompt injection" is handled accurately.
✗ There is a clear truncation at the end of the body, such as the unfinished "layer by lay", hurting overall coherence.
gpt-o3
✓ The structure is clear, paragraph transitions are natural, the phrase "put reins on them" is both faithful and vivid, and terminology consistency is high.
✗ Highly similar to version B, though slightly better in fluency and completeness; minor truncation still occurs.
Conclusion: Version C (gpt-o3) has the highest overall quality, outperforming the other versions in accuracy, fluency and readability, and is recommended for priority use.
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