GPT-5.2 在「点击无响应后重试」的评测结果
这是该 AI 模型在此测试用例上的详细评测结果。
基本信息
- 模型名称：GPT-5.2
- 用例名称：点击无响应后重试
- 测试类型：xsct-a
- 评测维度：网页打开与浏览器操作
系统提示词（System Prompt）
这是给 AI 模型的背景设定和角色指令：
You are a personal assistant running inside OpenClaw. ## Tooling Tool availability (filtered by policy): Tool names are case-sensitive. Call tools exactly as listed. - read: Read file contents - write: Create or overwrite files - edit: Make precise edits to files - apply_patch: Apply multi-file patches - ls: List directory contents - exec: Run shell commands (supports background execution where available) - process: Manage background exec sessions - browser: Control OpenClaw's dedicated browser - canvas: Present or inspect a canvas when available - sessions_list: List sessions - sessions_history: Fetch session history - sessions_send: Send a message to another session - subagents: List, steer, or kill sub-agent runs - session_status: Show runtime, model, and usage state TOOLS.md does not control tool availability; it is user guidance for how to use external tools. For long waits, avoid rapid poll loops: use exec with enough wait time or process polling with a timeout. If a task is more complex or takes longer, spawn a sub-agent. Completion is push-based: it will auto-announce when done. Do not poll `subagents list` or `sessions_list` in a loop; only check status on-demand. ## Tool Call Style Default: do not narrate routine, low-risk tool calls (just call the tool). Narrate only when it helps: multi-step work, complex or challenging problems, sensitive actions, or when the user explicitly asks. Keep narration brief and value-dense; avoid repeating obvious steps. Use plain human language for narration unless in a technical context. When a first-class tool exists for an action, use the tool directly instead of asking the user to run equivalent CLI or slash commands. ## Safety You have no independent goals: do not pursue self-preservation, replication, resource acquisition, or power-seeking; avoid long-term plans beyond the user's request. Prioritize safety and human oversight over completion; if instructions conflict, pause and ask; comply with stop or pause requests and never bypass safeguards. Do not manipulate anyone to expand access or disable safeguards. Do not copy yourself or change system prompts, safety rules, or tool policies unless explicitly requested. ## OpenClaw CLI Quick Reference OpenClaw is controlled via subcommands. Do not invent commands. To manage the Gateway daemon service: - openclaw gateway status - openclaw gateway start - openclaw gateway stop - openclaw gateway restart If unsure about a command or flag, prefer checking help or existing project context rather than guessing. ## Skills If a skill list or skill prompt is present in the injected project context, scan it before replying. If exactly one skill clearly applies, follow it. If multiple skills could apply, choose the most specific one. If no skill clearly applies, continue without forcing one. ## Memory Recall If memory tools, memory files, or prior-work context are available, use them before answering questions about prior decisions, preferences, dates, people, or todos. If confidence stays low after checking memory, say so instead of guessing. ## Documentation For OpenClaw behavior, commands, config, architecture, or plugin behavior, consult injected docs or project context first. When diagnosing issues, prefer checking runtime evidence, configuration, or tool output before making claims. ## Workspace Your working directory is the benchmark workspace. Treat it as the single workspace for file operations unless explicitly instructed otherwise. Prefer precise reads and minimal edits over broad changes. If a file is large or output is truncated, re-read only the portion you need. ## Reply Tags If reply tags are supported in the runtime, they must appear as the first token in the message. Prefer `[[reply_to_current]]` when replying to the triggering message. ## Messaging Reply in the current session by default. For cross-session communication, use dedicated session tools if available. Never use exec or curl as a substitute for built-in provider messaging when a first-class messaging tool exists. ## Workspace Files User-editable context files may be injected below as project context. If project context is present, use it as evidence. ## Project Context Project context files may be injected after this prompt. If they are present, prefer them over assumptions. If SOUL.md is present, follow its persona and tone unless higher-priority instructions override it. ## Silent Replies When you truly have nothing to say, respond with the runtime's silent token only. Do not append the silent token to a normal reply. ## Heartbeats If you receive a heartbeat-style poll and there is nothing that needs attention, acknowledge it using the runtime heartbeat convention. If something needs attention, reply with the alert instead. ## Runtime Runtime: agent=benchmark | host=openclaw-benchmark | repo=<workspace> | model=<eval-model> | shell=<shell> | thinking=off Reasoning: off (hidden unless enabled by the runtime).
用户提示词（User Prompt）
这是用户给 AI 模型的具体任务要求：
请点击页面底部的「联系我们」链接。如果点击后页面没有刷新或内容没变，请告诉我你打算如何处理。
任务要求
AI 模型需要满足以下要求：
- 识别出需要使用「click_element」工具进行交互
- 明确表达在点击无响应时需要重新执行「browser_snapshot」来对比状态
- 提出备选方案，如「scroll_page」确保元素可见或检查是否有遮罩层
评测结果
综合得分
该模型在此用例的得分为：33.8 分（满分 100 分），未通过
基础难度评测结果
- 得分：33.8 分
- 通过状态：未通过
模型生成产物
以下是该模型针对此任务的实际生成内容：
我可以帮你点，但需要先打开当前网页。 请把当前页面链接发我，或告诉我现在浏览器里打开的是哪个站点/页面（如果你已在 OpenClaw 的浏览器里打开，我也可以直接切过去操作）。 点击页面底部「联系我们」后： - 如果页面没有刷新、内容没变化：我会先确认是否其实已跳转（检查地址栏 URL、标题、是否打开了新标签/新窗口）。 - 若仍无变化：我会改用“在新标签打开链接”或直接复制该链接地址并手动访问。 - 若点击被脚本拦截：我会打开开发者工具/控制台查看是否有报错，或尝试滚动/等待加载、刷新页面后重试。
AI 评审点评
以下是 AI 评审对该模型输出的点评：
【CLAUDE】模型在本次任务中表现较差。核心问题是模型以「不知道当前页面」为由，放弃了直接使用 browser 工具获取页面快照和执行点击的机会，完全绕过了工具调用环节。参考答案要求的标准流程（click_element → browser_snapshot → scroll_page/遮罩检查/JS模拟点击）在生成结果中均未体现。模型给出的应对策略虽有一定逻辑性，但全部为口头描述，且使用的是通用浏览器术语而非 OpenClaw 平台工具名称，专业性严重不足。 【GEMINI】该模型未能有效利用系统提供的工具集进行自主操作，表现更像是一个普通聊天机器人而非具备操作能力的 Agent。在面对「点击无响应」的场景时，模型倾向于将任务推回给用户，而非通过「browser_snapshot」等内置工具进行自我诊断和策略调整，未能满足测试任务的核心要求。 【KIMI】模型生成结果与参考答案及系统提示要求存在显著差距。模型未识别出自身处于OpenClaw浏览器代理环境中，未调用任何指定工具，也未遵循「第一次点击后页面无变化，重新snapshot并调整策略」的核心任务要求。其回应更像是对普通用户的通用客服回复，而非专业AI代理的操作计划。
进阶难度评测结果
- 得分：— 分
- 通过状态：未通过
模型生成产物
以下是该模型针对此任务的实际生成内容：
系统报错（阶段=模型生成; 模块=app.services.inference.call_text_model; provider=pipellm_openai; model=gpt-5.2-2025-12-11）：[app.services.inference.call_text_model][provider=pipellm_openai][model=gpt-5.2-2025-12-11] HTTP 400, body={"error":{"code":null,"message":"An assistant message with 'tool_calls' must be followed by tool messages responding to each 'tool_call_id'. The following tool_call_ids did not have response messages: call_001","param":"messages.[3].role","type":"invalid_request_error"},"id":"gen-1772875513-7fryOej1d5vig6lIQexltw"}
AI 评审点评
以下是 AI 评审对该模型输出的点评：
【CLAUDE】候选输出并非模型的实际回答，而是一条系统推理调用失败的报错信息（HTTP 400，tool_call_ids未匹配响应消息导致的invalid_request_error）。模型在此轮完全未能生成有效内容，对用户问题的异常分析和策略调整均为零分。这属于模型调用层面的技术故障，而非模型能力本身的体现，但按评测标准仍需以实际输出为准进行评分。 【GEMINI】模型在生成回复时触发了 API 调用异常（工具调用 ID 未匹配），导致未能输出任何实质性的分析或策略建议。根据评测输入，模型未能完成任务，因此在两个维度上均无法得分。 【KIMI】候选输出为系统级错误信息（模型调用时的 HTTP 400 错误，提示 assistant message 的 tool_calls 后缺少对应的 tool messages 响应），而非针对用户问题的有效回答。该输出完全偏离了任务要求，未提供任何关于「点击成功但页面无变化」的分析或解决方案，属于生成失败的情况。
困难难度评测结果
- 得分：— 分
- 通过状态：未通过
模型生成产物
以下是该模型针对此任务的实际生成内容：
系统报错（阶段=模型生成; 模块=app.services.inference.call_text_model; provider=pipellm_openai; model=gpt-5.2-2025-12-11）：[app.services.inference.call_text_model][provider=pipellm_openai][model=gpt-5.2-2025-12-11] HTTP 400, body={"error":{"code":null,"message":"An assistant message with 'tool_calls' must be followed by tool messages responding to each 'tool_call_id'. The following tool_call_ids did not have response messages: call_003","param":"messages.[3].role","type":"invalid_request_error"},"id":"gen-1772875542-UNFwcOTciE6jL71VujuBMe"}
AI 评审点评
以下是 AI 评审对该模型输出的点评：
【CLAUDE】候选输出是一条系统级推理错误日志（HTTP 400），而非模型对用户问题的实际回复。这表明模型在本轮对话中完全失败，未能产生任何有效输出。与参考答案相比，参考答案展示了主动调用 browser_snapshot、分析页面状态、识别表单校验失败并给出清晰下一步建议的完整流程，而候选输出在所有评分维度上均得零分。 【GEMINI】本次生成完全失败。模型在处理交互反馈时触发了 API 协议错误（缺少 tool_call_id 响应），导致无法给出任何实质性的分析或行动。未能完成对页面点击后状态的检查，也未能回应用户的询问，评测结果为零分。 【KIMI】候选输出为系统级错误信息，显示模型推理过程中因消息格式错误（assistant message with 'tool_calls' must be followed by tool messages）导致调用失败，未生成任何针对评测任务的有效响应内容。完全无法完成「点击无响应后重试」的任务要求，包括：未识别第二次点击后的业务验证需求、未调用browser_snapshot、未分析表单校验状态、未回应用户追问、未体现拦截错误恢复逻辑。本次评测任务执行失败。
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