Public benchmark snapshot: 2026-07-19
Best AI For Chinese To English: research draft
Research-draft status
This page has not completed full editorial review, so it is excluded from search indexing. It becomes eligible only after verifiable public benchmarks or first-party testing are available.
Planned scope
The planned scope for “best ai for chinese to english” is DeepSeek, 通义千问, ChatGPT.
What public benchmarks show
Below are results only from public benchmark categories where every model on this page appears together. Scores from different sources cannot be added up, and they do not prove one model is best overall.
SWE-bench Verified · real software-issue fixing
SWE-bench Verified measures how often an AI coding setup can fix real GitHub issues. A higher resolved percentage means more issues were fixed in that test.
| Product | Exact model version | Rank | Score | Metric |
|---|---|---|---|---|
| ChatGPT | JoyCode + Claude 4 Sonnet + GPT-4.1 | 17 | 74.6% | Resolved (%) |
| DeepSeek | mini-SWE-agent + DeepSeek V3.2 (high reasoning) | 46 | 70% | Resolved (%) |
| Qwen | Nebius AI Qwen 2.5 72B Generator + LLama 3.1 70B Critic | 134 | 40.6% | Resolved (%) |
Official sources and verification date
The links below are official sources for product identity and plan information, last checked 2026-07-19. Pricing, model availability, quotas, and regional access can change; confirm on the provider site before purchasing or deploying.
- DeepSeek API models and pricing - 2026-07-19
- 通义千问官网 - 2026-07-19
- OpenAI ChatGPT plans and pricing - 2026-07-19
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