This week, 400 translation tasks were completed by 5 models. A sample of 3 articles was selected for a multi-model blind evaluation; the best overall was deepseek-v4-pro (average score 8.7/10).
This Week's Translation Statistics
| Model | Language | Translation Volume | Avg. Time | Avg. Quality Score |
|---|---|---|---|---|
| deepseek-v4-flash | en | 68 | 16.9s | Not rated |
| claude-sonnet-4.6 | ja | 200 | 48.6s | Not rated |
| passthrough | en | 121 | 0s | Not rated |
| deepseek-v4-flash:backtranslate | en | 9 | 13.3s | Not rated |
| native-english | en | 1 | - | Not rated |
| deepseek-v4-flash | zh | 1 | 14.1s | Not rated |
Sampled Comparative Evaluation
Evaluation 1: Can Plants "Talk"? This Startup Uses AI to Decode Plant Electrical Signals
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| passthrough | 3 | 6 | 4 | 5 | 4 |
| deepseek-v4-pro | 9 | 9 | 9 | 9 | 9 |
| gpt-o3 | 9 | 9 | 9 | 9 | 9 |
passthrough
✓ It retains specific details from the source about the company name "Electric Plant" and the founder's story, such as "Mast wound up partnering with Lee von Kraus."
✗ The content deviates significantly from the Chinese source title and core topic; it opens directly with a personal story rather than the translation of plant electrical signals, constituting a serious omission and thematic misalignment.
deepseek-v4-pro
✓ It accurately conveys the core concept of "electrical signals" as a plant language, for example, "electrical signals are a fundamental “language” of internal plant communication."
✗ Some long sentences are slightly verbose; for example, the explanation of signal weaknesses in the third paragraph could be more concise.
gpt-o3
✓ The handling of "environmental stimuli" is natural and professional, for example, "drought, pest attacks, mechanical damage."
✗ It is highly similar to Version B, lacks innovation, and some expressions are nearly repetitive.
Conclusion: Versions B and C are close in quality and clearly superior to Version A; Version B is recommended as the first choice, as it is slightly better in accuracy and fluency.
Evaluation 2: Hackers Got There Four Days Early: The Attack-Defense Time Gap in the PHP2Shell Vulnerability
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| deepseek-v4-flash:backtranslate | 8 | 7 | 8 | 6 | 7 |
| deepseek-v4-pro | 9 | 8 | 9 | 8 | 8 |
| gpt-o3 | 9 | 9 | 9 | 9 | 9 |
deepseek-v4-flash:backtranslate
✓ The title translation "A Four-Day Gap: The “Dark Window” in Vulnerability Attack and Defense" does a good job of preserving the vivid expression of the "dark window" concept.
✗ There is a clear truncation at the end of the body text, which ends abruptly after "Defender," undermining the integrity of the paragraph.
deepseek-v4-pro
✓ The term "a high-risk vulnerability known as “PHP2Shell”" is translated accurately and consistently with the context.
✗ Rendering the idea of "getting there first" in the title as "Move Four Days Early" is slightly stiff and could be more natural.
gpt-o3
✓ "The Four-Day Gap: The “Dark Window” in Vulnerability Offense and Defense" uses "Offense and Defense," which better fits the meaning of "attack and defense" and reads fluently and naturally.
✗ Compared with Version B, it has no obvious flaws, but the emphasis on the four-day time gap is somewhat flat.
Conclusion: The three versions are close in overall quality; gpt-o3 is slightly better in fluency and readability, deepseek-v4-pro has the most stable terminology, and deepseek-v4-flash is the weakest due to the truncation issue.
Evaluation 3: Block Releases a Realistic Voice Model That Can Run Locally on a MacBook
| 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 | 8 | 8 | 9 | 8 | 8 |
claude-sonnet-4.6
✓ It accurately conveys the core contrast of "closer at hand," using phrasing such as "closer to users" to highlight the model's localization advantage.
✗ Some long sentences are linked somewhat stiffly; for example, "the lowering of technical barriers and the rise in abuse risk arrive at the same time" is somewhat abrupt.
deepseek-v4-pro
✓ It has the best fluency; the phrasing "closer to you" is natural and fits the contextual logic.
✗ A few word choices are slightly repetitive; for example, "execution method" overlaps conceptually with "action method" earlier in the text.
gpt-o3
✓ The paragraph on "human-likeness" is handled clearly, with a well-defined logical structure.
✗ Some sentences are slightly long and affect the reading rhythm; for example, the ending of the third paragraph is somewhat cumbersome.
Conclusion: The three versions are close in overall quality; deepseek-v4-pro is slightly better in fluency and readability, while the other versions differ little and all can meet usage needs.
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