This week, 382 translation tasks were completed by 4 models. 3 tasks were sampled for blind multi-model comparison; best overall: gpt-o3 (average score 8.7/10).
Weekly Translation Statistics
| Model | Language | Translation Volume | Average Time | Average Quality Score |
|---|---|---|---|---|
| deepseek-v4-flash | en | 70 | 18.4s | Not rated |
| claude-sonnet-4.6 | ja | 190 | 49s | Not rated |
| passthrough | en | 118 | 0s | Not rated |
| native-english | en | 2 | - | Not rated |
| deepseek-v4-flash | zh | 2 | 6.3s | Not rated |
Sampled Comparative Evaluation
Evaluation 1: GPT-6 Astra and GPT-6 Sol Tie at 84.9: 2026-11-02 Smoke Quick Test Data Brief
| Model | Accuracy | Fluency | Terminology | Readability | Overall Score |
|---|---|---|---|---|---|
| deepseek-v4-flash | 7 | 9 | 8 | 9 | 8 |
| deepseek-v4-pro | 9 | 8 | 9 | 8 | 8 |
| gpt-o3 | 8 | 8 | 7 | 8 | 8 |
deepseek-v4-flash
✓ Paragraph and table structures are clear and complete; for example, “The 2026-11-02 Winzheng Index Smoke quick test covered 14 models” directly presents the original information and is logically coherent.
✗ There is an obvious mistranslation: “Winzheng Index” is inconsistent with “YZ Index” in versions B and C, potentially deviating from the original meaning.
deepseek-v4-pro
✓ Terminology consistency is relatively good; for example, “Code Execution” and “Material Constraints” match the formulas, and there are no obvious mistranslations.
✗ The output is in JSON format rather than pure HTML, affecting direct readability, and the table at the end is truncated.
gpt-o3
✓ Some terminology was moderately adjusted; for example, “material constraint compliance” is closer to the likely intent of the original.
✗ Terminology consistency is slightly weaker; “material constraint compliance” is not unified with “material constraints” in versions A and B, and the table is likewise truncated.
Conclusion: The three versions are close in overall quality. Version B is slightly better in accuracy and terminology consistency, version A is better in fluency and readability, and version C is in between. Version B is recommended as the priority, but the truncated content needs to be completed.
Evaluation 2: Original Title
| Model | Accuracy | Fluency | Terminology | Readability | Overall Score |
|---|---|---|---|---|---|
| deepseek-v4-flash | 8 | 8 | 9 | 7 | 8 |
| deepseek-v4-pro | 7 | 7 | 8 | 6 | 7 |
| gpt-o3 | 9 | 9 | 8 | 9 | 9 |
deepseek-v4-flash
✓ Terminology use aligns relatively well with the meaning of “constraint memory” in the original; translated as “constraint memory,” the concept is consistent.
✗ The end of the version is clearly truncated; “Qwen3 Max scored R1=0.00 in the first round of the v2 an” constitutes an omission.
deepseek-v4-pro
✓ The title translation “Compliance Leaderboard” is relatively concise.
✗ The overall structure is a JSON array mixed with HTML, resulting in a poor reading experience, and there is also a truncation at “nearly”.
gpt-o3
✓ The title “Commitment-Keeping Ranking” is consistent with “commitment-keeping test” in the body, and the structure is clear.
✗ Although rendering “keeping commitments” as commitment-keeping is acceptable, it slightly deviates from the many “constraint” terms in the body.
Conclusion: The three versions are close in overall quality; gpt-o3 is slightly better in structural completeness and fluency, but all have truncation issues to varying degrees; it is recommended to complete them and re-evaluate.
Evaluation 3: Asked Who Won the 2020 Election? Google AI Has Two Faces at Home and Abroad
| Model | Accuracy | Fluency | Terminology | Readability | Overall Score |
|---|---|---|---|---|---|
| passthrough | 6 | 7 | 8 | 6 | 6 |
| deepseek-v4-pro | 9 | 8 | 9 | 9 | 9 |
| gpt-o3 | 9 | 9 | 9 | 9 | 9 |
passthrough
✓ Expressions such as “weasely answers” in the original are handled relatively directly, without excessive paraphrase.
✗ The content is clearly truncated; it ends directly after the quote in the second paragraph, causing a large amount of original information to be omitted.
deepseek-v4-pro
✓ The translation of “different treatment at home and abroad” as “two faces at home and abroad” is both faithful and natural.
✗ The last sentence of the body is truncated; “making any statement touch” is not fully translated.
gpt-o3
✓ The term “minefield” is rendered as the Chinese equivalent of “minefield,” preserving the metaphor while fitting the Chinese context.
✗ It is highly similar to the deepseek version, lacks an independent style, and some expressions are slightly repetitive.
Conclusion: Versions B and C are close in overall quality and both are better than version A; version B or C is recommended.
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