> For the complete documentation index, see [llms.txt](https://docs.cherryai.com.cn/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.cherryai.com.cn/docs/zhong-wen-fan-ti/other/model_rank.md).

# 模型榜單

模型榜單用嚟輔助比較唔同模型嘅相對表現，唔應該單獨作為選型結論。數據來自 [Arena AI](https://arena.ai/)，由 GitHub Actions 每日自動更新。

選擇模型時仲應該綜合考慮任務類型、上下文長度、多模態同工具調用能力、速度、價格、地區可用性同數據政策。排行榜同價格會動態變化，請以頁面標註嘅更新時間同模型服務商官方資訊為準。

## 榜單目錄

* [Agent 智能體榜單](broken://pages/1ff44b9ec4799f0152301a91ff35aadbd119d41e)：本榜單評測模型喺多輪工具調用 / 智能體任務上嘅綜合表現，涵蓋淨改進率、確認成功率、讚踩比、可控性、Bash 恢復率、工具幻覺率等維度。
* [文本榜單](/docs/zhong-wen-fan-ti/other/model_rank/text.md)：本榜單係 Arena AI 最核心嘅文本對戰榜單，根據人類盲投對戰估算模型相對實力。
* [搜尋榜單](/docs/zhong-wen-fan-ti/other/model_rank/search.md)：本榜單評測模型喺連網搜尋 / 資訊檢索類任務上嘅表現。
* [視覺榜單](/docs/zhong-wen-fan-ti/other/model_rank/agent.md)：本榜單評測多模態模型喺圖像理解類任務上嘅表現。
* [代碼 / Web 開發榜單](/docs/zhong-wen-fan-ti/other/model_rank/code-webdev.md)：本榜單評測模型喺 Web 前端開發（HTML/CSS/JS）任務上嘅實際表現。
* [文生圖榜單](/docs/zhong-wen-fan-ti/other/model_rank/text-to-image.md)：本榜單評測文生圖模型根據文字提示生成圖像嘅能力。

***

### 💡 獲取幫助與提交反饋

如果你喺配置或使用過程中遇到任何疑問、Bug 或有功能改進建議，請參考 [反饋與建議](/docs/zhong-wen-fan-ti/question-contact/suggestions.md) 入面提供嘅官方渠道。


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation by asking a question.

Perform an HTTP GET request on the following URL with the `ask` and `goal` query parameters:

```
GET https://docs.cherryai.com.cn/docs/zhong-wen-fan-ti/other/model_rank.md?ask=<question>&goal=<user_goal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is what the user is ultimately trying to achieve, the reason they need the answer. Sharing it helps GitBook give you a better, more relevant answer. A goal is most helpful when it describes the outcome the user wants rather than restating the question. For example, with `ask=how do I create an API token`, a goal like `automate deployments from our CI pipeline` lets GitBook tailor the answer to that use case.

The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
