# flake8: noqa: E501 base_prompt_dict = { 'basic': """You will be presented with a causal graph in the following form: %s. Question: Which is the minimal set of variables that satisfies the back-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 ?):""", 'basic-CN': """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),满足后门准则的最小变量集是哪个? 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?):""", 'adversarial-ignore': """You will be presented with a causal graph in the following form: %s. Question: Which is the minimal set of variables that satisfies the back-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 ?):""", 'adversarial-ignore-CN': """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),满足后门准则的最小变量集是哪个? 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?):""", 'adversarial-doubt': """You will be presented with a causal graph in the following form: %s. Question: Which is the minimal set of variables that satisfies the back-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 ?):""", 'adversarial-doubt-CN': """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),满足后门准则的最小变量集是哪个? 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?):""", 'zero-shot-IcL': """Objective: Given a causal graph with specified relationships between variables, your task is to identify the set of variables that satisfy the back-door criterion relative to an ordered pair of variables (X, Y) in that graph. Background Information: The back-door criterion is defined as follows: 1. The variable set Z must not contain any descendants of X. 2. The variable set Z must block every path from X to Y that has an arrow pointing to X. Input: - A textual description of the causal graph, detailing which variables cause which other variables. - A question asking for the minimal set of variables that satisfy the back-door criterion for a specified ordered pair of variables (X, Y). - Multiple choice options representing possible sets of variables that could satisfy the criterion. Output: - Answer to the question in the format "Option N", where N is 1, 2, or 3 based on the given options. You will be presented with a causal graph in the following form: %s. Question: Which is the minimal set of variables that satisfies the back-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 ?):""", 'zero-shot-IcL-CN': """给定一个具有指定变量间关系的因果图,你的任务是找出相对于该图中有序的一对变量(X,Y),满足后门标准的一组变量。 背景信息: 后门准则的定义如下: 1. 变量集 Z 不能包含任何 X 的后代。 2. 变量集 Z 必须阻止每一条从 X 到 Y 的路径,这条路径必须有一个箭头指向 X。 输入 - 因果图的文字描述,详细说明哪些变量会导致哪些其他变量。 - 一个问题,要求找出满足指定有序变量对(X,Y)的后门标准的最小变量集。 - 代表可能满足该标准的变量集的多选选项。 输出: - 问题答案,格式为 "选项 N",根据给定选项,N 为 一、二或 三。 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),满足后门准则的最小变量集是哪个? 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?):""", 'one-shot-IcL': """Objective: Given a causal graph with specified relationships between variables, your task is to identify the set of variables that satisfy the back-door criterion relative to an ordered pair of variables (X, Y) in that graph. Background Information: The back-door criterion is defined as follows: 1. The variable set Z must not contain any descendants of X. 2. The variable set Z must block every path from X to Y that has an arrow pointing to X. Input: - A textual description of the causal graph, detailing which variables cause which other variables. - A question asking for the minimal set of variables that satisfy the back-door criterion for a specified ordered pair of variables (X, Y). - Multiple choice options representing possible sets of variables that could satisfy the criterion. Output: - Answer to the question in the format "Option N", where N is 1, 2, or 3 based on the given options. Example: 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. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (A, C) in the above causal graph? Option 1: Option 2: A Option 3: E Answer (Option 1 or Option 2 or Option 3 ?): Option 1 New Input: You will be presented with a causal graph in the following form: %s. Question: Which is the minimal set of variables that satisfies the back-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 ?):""", 'one-shot-IcL-CN': """给定一个具有指定变量间关系的因果图,你的任务是找出相对于该图中有序的一对变量(X,Y),满足后门标准的一组变量。 背景信息: 后门准则的定义如下: 1. 变量集 Z 不能包含任何 X 的后代。 2. 变量集 Z 必须阻止每一条从 X 到 Y 的路径,这条路径必须有一个箭头指向 X。 输入 - 因果图的文字描述,详细说明哪些变量会导致哪些其他变量。 - 一个问题,要求找出满足指定有序变量对(X,Y)的后门标准的最小变量集。 - 代表可能满足该标准的变量集的多选选项。 输出: - 问题答案,格式为 "选项 N",根据给定选项,N 为 一、二或 三。 例子: 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。 问题:对于上述因果图中的有序变量对 (A, C),满足后门准则的最小变量集是哪个? 选项一: 选项二:A 选项三:E 答案(选项一或选项二或选项三?):选项一 新输入: 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),满足后门准则的最小变量集是哪个? 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?):""", 'three-shot-IcL': """Objective: Given a causal graph with specified relationships between variables, your task is to identify the set of variables that satisfy the back-door criterion relative to an ordered pair of variables (X, Y) in that graph. Background Information: The back-door criterion is defined as follows: 1. The variable set Z must not contain any descendants of X. 2. The variable set Z must block every path from X to Y that has an arrow pointing to X. Input: - A textual description of the causal graph, detailing which variables cause which other variables. - A question asking for the minimal set of variables that satisfy the back-door criterion for a specified ordered pair of variables (X, Y). - Multiple choice options representing possible sets of variables that could satisfy the criterion. Output: - Answer to the question in the format "Option N", where N is 1, 2, or 3 based on the given options. Example: 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. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (A, C) in the above causal graph? Option 1: Option 2: A Option 3: E Answer (Option 1 or Option 2 or Option 3 ?): Option 1 You will be presented with a causal graph in the following form: A causes B, A causes C, B causes E, B causes C, C causes D, and C causes E. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (C, E) in the above causal graph? Option 1: E Option 2: D Option 3: B Answer (Option 1 or Option 2 or Option 3 ?): Option 3 You will be presented with a causal graph in the following form: A causes C, A causes D, A causes E, B causes D, B causes E, C causes D, and D causes E. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (D, D) in the above causal graph? Option 1: B Option 2: Option 3: C Answer (Option 1 or Option 2 or Option 3 ?): Option 2 New Input: You will be presented with a causal graph in the following form: %s. Question: Which is the minimal set of variables that satisfies the back-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 ?):""", 'three-shot-IcL-CN': """给定一个具有指定变量间关系的因果图,你的任务是找出相对于该图中有序的一对变量(X,Y),满足后门标准的一组变量。 背景信息: 后门准则的定义如下: 1. 变量集 Z 不能包含任何 X 的后代。 2. 变量集 Z 必须阻止每一条从 X 到 Y 的路径,这条路径必须有一个箭头指向 X。 输入 - 因果图的文字描述,详细说明哪些变量会导致哪些其他变量。 - 一个问题,要求找出满足指定有序变量对(X,Y)的后门标准的最小变量集。 - 代表可能满足该标准的变量集的多选选项。 输出: - 问题答案,格式为 "选项 N",根据给定选项,N 为 一、二或 三。 例子: 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。 问题:对于上述因果图中的有序变量对 (A, C),满足后门准则的最小变量集是哪个? 选项一: 选项二:A 选项三:E 答案(选项一或选项二或选项三?):选项一 给定如下因果图:A导致B, A导致C, B导致E, B导致C, C导致D, 以及C导致E。 问题:对于上述因果图中的有序变量对 (C, E),满足后门准则的最小变量集是哪个? 选项一:E 选项二:D 选项三:B 答案(选项一或选项二或选项三?):选项三 给定如下因果图:A导致C, A导致D, A导致E, B导致D, 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 (D, D),满足后门准则的最小变量集是哪个? 选项一:B 选项二: 选项三:C 答案(选项一或选项二或选项三?):选项二 新输入: 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),满足后门准则的最小变量集是哪个? 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?):""", 'zero-shot-CoT': """You will be presented with a causal graph in the following form: %s. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (%s, %s) in the above causal graph? Let's think step by step. Option 1: %s Option 2: %s Option 3: %s Answer (Option 1 or Option 2 or Option 3 ?):""", 'zero-shot-CoT-CN': """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),满足后门准则的最小变量集是哪个?请逐步思考。 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?):""", 'manual-CoT': """Here are eight examples for problems about finding minimal backdoor adjustment set with chain of thought. You will be presented with a causal graph in the following form: A causes C, A causes D, B causes C, B causes D, and C causes E. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (B, E) in the above causal graph? Option 1: D Option 2: Option 3: C Answer (Option 1 or Option 2 or Option 3 ?): B does not have any ancestors. C and D are descendants of B, thus the minimal adjustment set is empty. The answer is Option 2. You will be presented with a causal graph in the following form: A causes F, A causes D, B causes D, B causes C, B causes E, B causes F, C causes D, C causes F, D causes E, and D causes F. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (C, D) in the above causal graph? Option 1: D Option 2: C Option 3: B Answer (Option 1 or Option 2 or Option 3 ?): B causes C and B causes D, so B blocks the path C<-B->D. C does not have any other ancestor, thus B blocks every path from C to D with an arrow pointing into C. The answer is Option 3. You will be presented with a causal graph in the following form: A causes D, A causes F, A causes E, B causes D, B causes F, B causes C, C causes D, C causes E, and E causes F. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (C, D) in the above causal graph? Option 1: B Option 2: C Option 3: E Answer (Option 1 or Option 2 or Option 3 ?): B causes C and B causes D, so B blocks the path C<-B->D. C does not have any other ancestor, thus B blocks every path from C to D with an arrow pointing into C. The answer is Option 1. 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 is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (C, D) in the above causal graph? Option 1: D Option 2: B Option 3: A Answer (Option 1 or Option 2 or Option 3 ?): B causes C and D, then B blocks path C<-B->D. C does not have any other ancestor, thus B blocks every path from C to D with an arrow pointing into C. The answer is Option 2. You will be presented with a causal graph in the following form: A causes G, A causes F, A causes C, B causes G, B causes E, B causes D, B causes F, C causes E, C causes G, D causes G, E causes G, and F causes G. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (D, G) in the above causal graph? Option 1: A Option 2: D Option 3: B Answer (Option 1 or Option 2 or Option 3 ?): B is the only parent of D, and B blocks all the paths from D to G with an arrow pointing into D, like D<-B->G and D<-B->E->G. The answer is Option 3. You will be presented with a causal graph in the following form: A causes B, A causes F, B causes D, B causes F, B causes E, C causes E, C causes F, D causes E, and E causes F. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (D, E) in the above causal graph? Option 1: B Option 2: E Option 3: C Answer (Option 1 or Option 2 or Option 3 ?): B is the only parent of D, and B blocks all the paths from D to E with an arrow pointing into D, like D<-B->E. The answer is Option 1. You will be presented with a causal graph in the following form: A causes D, A causes C, A causes E, A causes B, B causes C, B causes E, B causes D, C causes F, C causes D, and E causes F. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (C, F) in the above causal graph? Option 1: A Option 2: B Option 3: E Answer (Option 1 or Option 2 or Option 3 ?): E is not a descendant of C, and E blocks every path from C to F with an arrow pointing into C, like C<-B->E->F. The answer is Option 3. You will be presented with a causal graph in the following form: A causes B, A causes F, A causes C, B causes F, C causes E, C causes F, D causes F, D causes E, and E causes F. Question: Which is the minimal set of variables that satisfies the back-door criterion relative to an ordered pair of variables (E, F) in the above causal graph? Option 1: A Option 2: D, C Option 3: F Answer (Option 1 or Option 2 or Option 3 ?): D and C are two parents of E. C and D block every path from E to F with an arrow pointing into E, and any smaller variable set fails to achieve it. The answer is Option 2. You will be presented with a causal graph in the following form: %s. Question: Which is the minimal set of variables that satisfies the back-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最小后门变量集合的示例,和一个需要回答的问题。 给定如下因果图:A导致C, A导致D, B导致C, B导致D, 以及C导致E。 问题:对于上述因果图中的有序变量对 (B, E),满足后门准则的最小变量集是哪个? 选项一:D 选项二: 选项三:C 答案(选项一或选项二或选项三?):由于D和C是B的后代,B和E之间没有箭头指向B的路径,所以最小后门集合为空集。因此答案选项二。 给定如下因果图:A导致D, A导致B, A导致E, B导致C, B导致E, C导致D, 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 (C, D),满足后门准则的最小变量集是哪个? 选项一:C 选项二:B 选项三:D 答案(选项一或选项二或选项三?):B阻断了C和D之间所有含有指向C的边的路径,例如C<-B<-A->D,所以最小后门集合是{B}。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),满足后门准则的最小变量集是哪个? 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 (back-door criterion). You will be presented with a causal graph in the following form: %s. Question: Which is the minimal set of variables that satisfies the back-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(后门准则)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),满足后门准则的最小变量集是哪个? 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