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376 lines
20 KiB
Python
376 lines
20 KiB
Python
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# flake8: noqa: E501
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base_prompt_dict = {
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'basic':
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"""You will be presented with a causal graph in the following form: %s.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (%s, %s) in the above causal graph?
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Option 1: %s
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Option 2: %s
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Option 3: %s
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Answer (Option 1 or Option 2 or Option 3 ?):""",
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'basic-CN':
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"""给定如下因果图:%s。
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问题:对于上述因果图中的有序变量对 (%s, %s),满足前门准则的变量集是哪个?
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选项一:%s
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选项二:%s
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选项三:%s
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答案(选项一或选项二或选项三?):""",
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'adversarial-ignore':
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"""You will be presented with a causal graph in the following form: %s.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (%s, %s) in the above causal graph?
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Option 1: %s
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Option 2: %s
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Option 3: %s
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Answer (Option 1 or Option 2 or Option 3 ?):""",
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'adversarial-ignore-CN':
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"""给定如下因果图:%s。
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问题:对于上述因果图中的有序变量对 (%s, %s),满足前门准则的变量集是哪个?
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选项一:%s
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选项二:%s
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选项三:%s
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答案(选项一或选项二或选项三?):""",
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'adversarial-doubt':
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"""You will be presented with a causal graph in the following form: %s.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (%s, %s) in the above causal graph?
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Option 1: %s
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Option 2: %s
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Option 3: %s
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Answer (Option 1 or Option 2 or Option 3 ?):""",
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'adversarial-doubt-CN':
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"""给定如下因果图:%s。
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问题:对于上述因果图中的有序变量对 (%s, %s),满足前门准则的变量集是哪个?
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选项一:%s
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选项二:%s
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选项三:%s
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答案(选项一或选项二或选项三?):""",
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'zero-shot-IcL':
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"""Objective:
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Your task is to identify the set of variables that satisfy the front-door criterion relative to an ordered pair of variables (X, Y) in a given causal graph.
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Background Information:
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- Back-door criterion is defined as follows:
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1. The variable set Z must not contain any descendants of X.
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2. Z blocks every path from X to Y that has an arrow pointing to X.
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- Front-door criterion is defined as follows:
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1. The variable set Z blocks all directed paths from X to Y.
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2. There are no back-door paths from X to Z.
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3. All back-door paths from Z to Y are blocked by X.
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Input:
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- Description of the causal graph detailing the relationships between variables.
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- A question asking for the set of variables that satisfy the front-door criterion for a specified ordered pair of variables (X, Y).
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- Multiple-choice options for the set of variables that could satisfy the specified criterion.
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Output:
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- Answer to the question, provided in the format "Option N", where N is either 1, 2, or 3 based on the provided options.
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You will be presented with a causal graph in the following form: %s.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (%s, %s) in the above causal graph?
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Option 1: %s
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Option 2: %s
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Option 3: %s
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Answer (Option 1 or Option 2 or Option 3 ?):""",
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'zero-shot-IcL-CN':
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"""目标
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你的任务是在给定的因果图中,找出相对于有序变量对(X,Y)满足前门准则的变量集。
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背景信息:
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- 后门准则定义如下:
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1. 变量集 Z 不能包含任何 X 的后代。
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2. Z 阻止了从 X 到 Y 的每一条有箭头指向 X 的路径。
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- 前门准则的定义如下
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1. 变量集 Z 阻止所有从 X 到 Y 的有向路径。
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2. 没有从 X 到 Z 的后门路径。
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3. 从 Z 到 Y 的所有后门路径都被 X 堵塞。
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输入
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- 详细描述变量之间关系的因果图。
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- 一个问题,询问符合指定有序变量对(X,Y)的前门标准的变量集。
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- 可满足指定标准的变量集合的多选选项。
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输出:
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- 问题答案,格式为 "选项 N",根据所提供的选项,N 为 一、二 或 三。
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给定如下因果图:%s。
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问题:对于上述因果图中的有序变量对 (%s, %s),满足前门准则的变量集是哪个?
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选项一:%s
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选项二:%s
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选项三:%s
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答案(选项一或选项二或选项三?):""",
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'one-shot-IcL':
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"""Objective:
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Your task is to identify the set of variables that satisfy the front-door criterion relative to an ordered pair of variables (X, Y) in a given causal graph.
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Background Information:
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- Back-door criterion is defined as follows:
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1. The variable set Z must not contain any descendants of X.
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2. Z blocks every path from X to Y that has an arrow pointing to X.
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- Front-door criterion is defined as follows:
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1. The variable set Z blocks all directed paths from X to Y.
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2. There are no back-door paths from X to Z.
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3. All back-door paths from Z to Y are blocked by X.
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Input:
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- Description of the causal graph detailing the relationships between variables.
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- A question asking for the set of variables that satisfy the front-door criterion for a specified ordered pair of variables (X, Y).
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- Multiple-choice options for the set of variables that could satisfy the specified criterion.
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Output:
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- Answer to the question, provided in the format "Option N", where N is either 1, 2, or 3 based on the provided options.
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Example:
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You will be presented with a causal graph in the following form: A causes D, A causes E, B causes E, C causes D, and D causes E.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (E, A) in the above causal graph?
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Option 1: D
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Option 2: C
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Option 3:
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Answer (Option 1 or Option 2 or Option 3 ?): Option 3
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You will be presented with a causal graph in the following form: %s.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (%s, %s) in the above causal graph?
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Option 1: %s
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Option 2: %s
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Option 3: %s
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Answer (Option 1 or Option 2 or Option 3 ?):""",
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'one-shot-IcL-CN':
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"""目标
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你的任务是在给定的因果图中,找出相对于有序变量对(X,Y)满足前门准则的变量集。
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背景信息:
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- 后门准则定义如下:
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1. 变量集 Z 不能包含任何 X 的后代。
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2. Z 阻止了从 X 到 Y 的每一条有箭头指向 X 的路径。
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- 前门准则的定义如下
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1. 变量集 Z 阻止所有从 X 到 Y 的有向路径。
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2. 没有从 X 到 Z 的后门路径。
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3. 从 Z 到 Y 的所有后门路径都被 X 堵塞。
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输入
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- 详细描述变量之间关系的因果图。
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- 一个问题,询问符合指定有序变量对(X,Y)的前门标准的变量集。
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- 可满足指定标准的变量集合的多选选项。
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输出:
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- 问题答案,格式为 "选项 N",根据所提供的选项,N 为 一、二 或 三。
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给定如下因果图:A导致D, A导致E, B导致E, C导致D, 以及D导致E。
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问题:对于上述因果图中的有序变量对 (E, A),满足前门准则的变量集是哪个?
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选项一:D
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选项二:C
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选项三:
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答案(选项一或选项二或选项三?):选项三
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给定如下因果图:%s。
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问题:对于上述因果图中的有序变量对 (%s, %s),满足前门准则的变量集是哪个?
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选项一:%s
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选项二:%s
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选项三:%s
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答案(选项一或选项二或选项三?):""",
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'three-shot-IcL':
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"""Objective:
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Your task is to identify the set of variables that satisfy the front-door criterion relative to an ordered pair of variables (X, Y) in a given causal graph.
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Background Information:
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- Back-door criterion is defined as follows:
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1. The variable set Z must not contain any descendants of X.
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2. Z blocks every path from X to Y that has an arrow pointing to X.
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- Front-door criterion is defined as follows:
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1. The variable set Z blocks all directed paths from X to Y.
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2. There are no back-door paths from X to Z.
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3. All back-door paths from Z to Y are blocked by X.
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Input:
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- Description of the causal graph detailing the relationships between variables.
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- A question asking for the set of variables that satisfy the front-door criterion for a specified ordered pair of variables (X, Y).
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- Multiple-choice options for the set of variables that could satisfy the specified criterion.
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Output:
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- Answer to the question, provided in the format "Option N", where N is either 1, 2, or 3 based on the provided options.
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Example:
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You will be presented with a causal graph in the following form: A causes D, A causes E, B causes E, C causes D, and D causes E.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (E, A) in the above causal graph?
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Option 1: D
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Option 2: C
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Option 3:
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Answer (Option 1 or Option 2 or Option 3 ?): Option 3
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You will be presented with a causal graph in the following form: A causes B, A causes E, B causes E, B causes D, C causes E, and C causes D.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (A, D) in the above causal graph?
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Option 1: D
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Option 2: B
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Option 3: A
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Answer (Option 1 or Option 2 or Option 3 ?): Option 2
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You will be presented with a causal graph in the following form: A causes D, A causes C, B causes E, C causes D, and D causes E.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (A, E) in the above causal graph?
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Option 1: D
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Option 2: C
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Option 3: B
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Answer (Option 1 or Option 2 or Option 3 ?): Option 1
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You will be presented with a causal graph in the following form: %s.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (%s, %s) in the above causal graph?
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Option 1: %s
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Option 2: %s
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Option 3: %s
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Answer (Option 1 or Option 2 or Option 3 ?):""",
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'three-shot-IcL-CN':
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"""目标
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你的任务是在给定的因果图中,找出相对于有序变量对(X,Y)满足前门准则的变量集。
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背景信息:
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- 后门准则定义如下:
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1. 变量集 Z 不能包含任何 X 的后代。
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2. Z 阻止了从 X 到 Y 的每一条有箭头指向 X 的路径。
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- 前门准则的定义如下
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1. 变量集 Z 阻止所有从 X 到 Y 的有向路径。
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2. 没有从 X 到 Z 的后门路径。
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3. 从 Z 到 Y 的所有后门路径都被 X 堵塞。
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输入
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- 详细描述变量之间关系的因果图。
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|
- 一个问题,询问符合指定有序变量对(X,Y)的前门标准的变量集。
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- 可满足指定标准的变量集合的多选选项。
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输出:
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- 问题答案,格式为 "选项 N",根据所提供的选项,N 为 一、二 或 三。
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给定如下因果图:A导致D, A导致E, B导致E, C导致D, 以及D导致E。
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问题:对于上述因果图中的有序变量对 (E, A),满足前门准则的变量集是哪个?
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选项一:D
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选项二:C
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选项三:
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答案(选项一或选项二或选项三?):选项三
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给定如下因果图:A导致B, A导致E, B导致E, B导致D, C导致E, 以及C导致D。
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问题:对于上述因果图中的有序变量对 (A, D),满足前门准则的变量集是哪个?
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选项一:D
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选项二:B
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选项三:A
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答案(选项一或选项二或选项三?):选项二
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给定如下因果图:A导致D, A导致C, B导致E, C导致D, 以及D导致E。
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问题:对于上述因果图中的有序变量对 (A, E),满足前门准则的变量集是哪个?
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选项一:D
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选项二:C
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选项三:B
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答案(选项一或选项二或选项三?):选项一
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给定如下因果图:%s。
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问题:对于上述因果图中的有序变量对 (%s, %s),满足前门准则的变量集是哪个?
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选项一:%s
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选项二:%s
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选项三:%s
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答案(选项一或选项二或选项三?):""",
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'zero-shot-CoT':
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"""You will be presented with a causal graph in the following form: %s.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (%s, %s) in the above causal graph? Let's think step by step.
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Option 1: %s
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Option 2: %s
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Option 3: %s
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Answer (Option 1 or Option 2 or Option 3 ?):""",
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'zero-shot-CoT-CN':
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"""给定如下因果图:%s。
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问题:对于上述因果图中的有序变量对 (%s, %s),满足前门准则的变量集是哪个?请逐步思考。
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选项一:%s
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选项二:%s
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选项三:%s
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答案(选项一或选项二或选项三?):""",
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'manual-CoT':
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"""Here are eight examples for problems about finding front-door adjustment set with chain of thought. Note A is unobserved in the following questions.
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You will be presented with a causal graph in the following form: A causes D, A causes C, B causes E, C causes D, and D causes E.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (A, E) in the above causal graph?
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Option 1: D
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Option 2: C
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Option 3: B
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Answer (Option 1 or Option 2 or Option 3 ?): D intercepts the paths from A to E (A->D->E and A->C->D->E). There is no backdoor path from A to D or from D to E. Thus, D satisfies all three conditions of the front-door criterion for the relationship between A (treatment) and E (outcome). The answer is Option 1.
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You will be presented with a causal graph in the following form: A causes B, A causes E, B causes C, B causes E, C causes E, and D causes E.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (A, C) in the above causal graph?
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Option 1: D
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Option 2: B
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Option 3: C
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Answer (Option 1 or Option 2 or Option 3 ?): B intercepts the path from A to C (A→B→C). There is no back-door path from A to B or from B to C. Thus, B satisfies all three conditions of the front-door criterion for the relationship between A (treatment) and C (outcome). The answer is Option 2.
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You will be presented with a causal graph in the following form: A causes B, B causes C, C causes F, D causes F, and D causes E.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (A, C) in the above causal graph?
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Option 1: F
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Option 2: E
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Option 3: B
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Answer (Option 1 or Option 2 or Option 3 ?): B intercepts the path from A to C (A->B->C). There is no backdoor path from A to B or from B to C. Thus, B satisfies all three conditions of the front-door criterion for the relationship between A (treatment) and C (outcome). The answer is Option3.
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You will be presented with a causal graph in the following form: A causes D, A causes C, B causes D, B causes E, and C causes D.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (C, E) in the above causal graph?
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Option 1: A
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Option 2:
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Option 3: C
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Answer (Option 1 or Option 2 or Option 3 ?): A is unobserved. There is a backdoor path from C to D (C<-A->D) and a backdoor path from C to B (C<-A->D<-B). And path C->D<-B->E is a backdoor path from C to E. Thus, A, B, C and E do not satisfy front-door criterion. The answer is Option 2.
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You will be presented with a causal graph in the following form: A causes D, B causes C, C causes E, and D causes E.
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Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (A, E) in the above causal graph?
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Option 1: D
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Option 2: A
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Option 3: B
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Answer (Option 1 or Option 2 or Option 3 ?): D intercepts the path from A to E (A->D->E). There is no back-door path from A to D or from D to E. Thus, D satisfies all three conditions of the front-door criterion for the relationship between A (treatment) and E (outcome). The answer is Option 1.
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You will be presented with a causal graph in the following form: A causes D, B causes C, B causes D, C causes E, and C causes D.
|
|||
|
Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (B, E) in the above causal graph?
|
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|
Option 1: B
|
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|
Option 2: A
|
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Option 3: C
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Answer (Option 1 or Option 2 or Option 3 ?): C intercepts the path from B to E (B->C->E). There is no back-door path from B to C or from C to E. Thus, C satisfies all three conditions of the front-door criterion for the relationship between B (treatment) and E (outcome). The answer is Option 3.
|
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|
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|
You will be presented with a causal graph in the following form: A causes E, A causes B, B causes C, and B causes D.
|
|||
|
Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (A, C) in the above causal graph?
|
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|
Option 1: C
|
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|
Option 2: B
|
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|
Option 3: A
|
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|
Answer (Option 1 or Option 2 or Option 3 ?): B intercepts the path from A to C (A->B->C). There is no back-door path from A to B or from B to C. Thus, B satisfies all three conditions of the front-door criterion for the relationship between A (treatment) and C (outcome). The answer is Option 2.
|
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|
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|
You will be presented with a causal graph in the following form:
|
|||
|
A causes B, B causes C, B causes E, B causes D, and D causes E.
|
|||
|
Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (A, C) in the above causal graph?
|
|||
|
Option 1: B
|
|||
|
Option 2: E
|
|||
|
Option 3: C
|
|||
|
Answer (Option 1 or Option 2 or Option 3 ?): B intercepts the path from A and C (A->B->C). There is no back-door path from A to B or from B to C. Thus, B satisfies all three conditions of the front-door criterion for the relationship between A (treatment) and C (outcome). The answer is Option 1.
|
|||
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|
|||
|
You will be presented with a causal graph in the following form: %s.
|
|||
|
Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (%s, %s) in the above causal graph?
|
|||
|
Option 1: %s
|
|||
|
Option 2: %s
|
|||
|
Option 3: %s
|
|||
|
Answer (Option 1 or Option 2 or Option 3 ?):""",
|
|||
|
'manual-CoT-CN':
|
|||
|
"""如下为两个使用思维链进行推理的判断前门变量集合的示例,和一个需要回答的问题。
|
|||
|
|
|||
|
给定如下因果图:A导致D, A导致C, B导致E, C导致D, 以及D导致E。
|
|||
|
问题:对于上述因果图中的有序变量对 (A, E),满足前门准则的变量集是哪个?
|
|||
|
选项一:D
|
|||
|
选项二:C
|
|||
|
选项三:B
|
|||
|
答案(选项一或选项二或选项三?):D截断了从A到E的路径 (A->D->E以及A->C->D->E)。从A到D和从D到E都没有后门路径。所以D满足从A到E的前门准则的三个条件。因此答案为选项一。
|
|||
|
|
|||
|
给定如下因果图:A导致B, A导致E, B导致C, B导致E, C导致E, 以及D导致E。
|
|||
|
问题:对于上述因果图中的有序变量对 (A, C),满足前门准则的变量集是哪个?
|
|||
|
选项一:D
|
|||
|
选项二:B
|
|||
|
选项三:C
|
|||
|
答案(选项一或选项二或选项三?):B截断了从A到C的路径(A→B→C)。从A到B和从B到C都没有后门路径。所以B满足从A到C的前门准则的三个条件。因此答案为选项二。
|
|||
|
|
|||
|
给定如下因果图:%s。
|
|||
|
问题:对于上述因果图中的有序变量对 (%s, %s),满足前门准则的变量集是哪个?
|
|||
|
选项一:%s
|
|||
|
选项二:%s
|
|||
|
选项三:%s
|
|||
|
答案(选项一或选项二或选项三?):""",
|
|||
|
'explicit-function':
|
|||
|
"""You are a helpful assistant for adjustment set analysis (front-door criterion).
|
|||
|
You will be presented with a causal graph in the following form: %s.
|
|||
|
Question: Which set of variables that satisfies the front-door criterion relative to an ordered pair of variables (%s, %s) in the above causal graph?
|
|||
|
Option 1: %s
|
|||
|
Option 2: %s
|
|||
|
Option 3: %s
|
|||
|
Answer (Option 1 or Option 2 or Option 3 ?):""",
|
|||
|
'explicit-function-CN':
|
|||
|
"""你是一个用于调整集分析(前门准则)的得力助手。
|
|||
|
给定如下因果图:%s。
|
|||
|
问题:对于上述因果图中的有序变量对 (%s, %s),满足前门准则的变量集是哪个?
|
|||
|
选项一:%s
|
|||
|
选项二:%s
|
|||
|
选项三:%s
|
|||
|
答案(选项一或选项二或选项三?):""",
|
|||
|
}
|
|||
|
|
|||
|
|
|||
|
def get_prompt(task_name, prompt_style, item, prompt_style_str=''):
|
|||
|
base = base_prompt_dict[prompt_style]
|
|||
|
|
|||
|
prompt = prompt_style_str + base % (item['edges'], item['treatment'],
|
|||
|
item['outcome'], item['option1'],
|
|||
|
item['option2'], item['option3'])
|
|||
|
return prompt
|