This week, 376 translation tasks were completed by 4 models. Sampled 3 articles for multi-model blind review comparison, overall best: claude-sonnet-4.6 (average score 9/10).
Weekly Translation Statistics
| Model | Language | Translation Volume | Average Time | Average Quality Score |
|---|---|---|---|---|
| deepseek-v4-flash | en | 69 | 13s | Not Rated |
| claude-sonnet-4.6 | ja | 195 | 31.1s | Not Rated |
| passthrough | en | 108 | 0s | Not Rated |
| native-english | en | 2 | - | Not Rated |
| deepseek-v4-flash | zh | 2 | 16.3s | Not Rated |
Sampled Comparison Evaluation
Evaluation 1: Is Nvidia's Dominance Waning? OpenAI and SpaceX Develop Their Own Chips
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| passthrough | 3 | 6 | 5 | 4 | 4 |
| deepseek-v4-pro | 8 | 9 | 8 | 9 | 8 |
passthrough
✓ Some sentences like "Nvidia has dominated the AI chip market for years" are relatively natural in fluency.
✗ Large amounts of HTML tags, podcast links, and irrelevant content such as "Loading the player…" are retained, completely inconsistent with the original title, indicating serious omissions and misplacement.
deepseek-v4-pro
✓ The title translation "Is Nvidia's Dominance Waning?" accurately reflects the original meaning, and paragraph transitions are logically clear, using subheadings to organize content.
✗ There is over-paraphrasing, such as "de-Nvidiafication" and the fabricated quote "We are transforming from 'compute buyers' into 'compute creators'", which is not present in the original text.
Conclusion: Version B is significantly better overall than Version A. It is recommended to prioritize Version B, but the excessively added content needs to be corrected.
Evaluation 2: ByteDance Releases Seedance 2.5 Video Model: Upgrades Multimodal AI Applications and Resolves Copyright Disputes
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| deepseek-v4-flash | 8 | 8 | 9 | 8 | 8 |
| deepseek-v4-pro | 8 | 8 | 9 | 8 | 8 |
deepseek-v4-flash
✓ Terminology is accurate, such as "multimodal fusion capability" corresponding to "多模态融合能力", professional and consistent.
✗ The ending is clearly truncated. "Multiple tech outlets noted that this is" is incomplete, affecting overall integrity.
deepseek-v4-pro
✓ Description of the copyright mechanism is clear; "content traceability and authorization management mechanisms" is a faithful translation.
✗ Also suffers from ending truncation, with "widespread d" incomplete, similar to Version A's defect.
Conclusion: The translation quality of both versions is similar, both performing well in accuracy and terminology consistency, but both are incomplete due to truncated endings. Completion is recommended before use.
Evaluation 3: Nobel Laureate John Jumper Leaves DeepMind for Anthropic
| Model | Accuracy | Fluency | Terminology | Readability | Total Score |
|---|---|---|---|---|---|
| claude-sonnet-4.6 | 9 | 9 | 9 | 9 | 9 |
| deepseek-v4-pro | 8 | 8 | 9 | 8 | 8 |
claude-sonnet-4.6
✓ Complete structure, clear hierarchy between title and body; subheadings like "人材移動が各ラボの能力に与える影響" accurately correspond to the logical paragraphs of the original text.
✗ Some sentences are slightly verbose, e.g., "この変動は、両社が同時に研究チームを拡充している時期に起きた" could be further streamlined.
deepseek-v4-pro
✓ Terminology is consistent, such as "AlphaFold" and "アライメント" being accurately and uniformly rendered.
✗ JSON format mixed into the main text affects readability, and the opening sentence title "ノーベル賞受賞者John Jumper、DeepMindからAnthropicに移籍" slightly overlaps with the first paragraph of the body.
Conclusion: Version A is overall better than Version B, with clearer structure and smoother language, suitable for direct use. Version B is consistent in terminology but slightly inferior in format and fluency.
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