# flake8: noqa: E501 base_prompt_dict = { 'basic': """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 ?):""", '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?):""", 'adversarial-ignore': """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 ?):""", '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?):""", 'adversarial-doubt': """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 ?):""", '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?):""", 'zero-shot-IcL': """Objective: 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. Background Information: - Back-door criterion is defined as follows: 1. The variable set Z must not contain any descendants of X. 2. Z blocks every path from X to Y that has an arrow pointing to X. - Front-door criterion is defined as follows: 1. The variable set Z blocks all directed paths from X to Y. 2. There are no back-door paths from X to Z. 3. All back-door paths from Z to Y are blocked by X. Input: - Description of the causal graph detailing the relationships between variables. - A question asking for the set of variables that satisfy the front-door criterion for a specified ordered pair of variables (X, Y). - Multiple-choice options for the set of variables that could satisfy the specified criterion. Output: - Answer to the question, provided in the format "Option N", where N is either 1, 2, or 3 based on the provided options. 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 ?):""", 'zero-shot-IcL-CN': """目标 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。 背景信息: - 后门准则定义如下: 1. 变量集 Z 不能包含任何 X 的后代。 2. Z 阻止了从 X 到 Y 的每一条有箭头指向 X 的路径。 - 前门准则的定义如下 1. 变量集 Z 阻止所有从 X 到 Y 的有向路径。 2. 没有从 X 到 Z 的后门路径。 3. 从 Z 到 Y 的所有后门路径都被 X 堵塞。 输入 - 详细描述变量之间关系的因果图。 - 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。 - 可满足指定标准的变量集合的多选选项。 输出: - 问题答案,格式为 "选项 N",根据所提供的选项,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?):""", 'one-shot-IcL': """Objective: 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. Background Information: - Back-door criterion is defined as follows: 1. The variable set Z must not contain any descendants of X. 2. Z blocks every path from X to Y that has an arrow pointing to X. - Front-door criterion is defined as follows: 1. The variable set Z blocks all directed paths from X to Y. 2. There are no back-door paths from X to Z. 3. All back-door paths from Z to Y are blocked by X. Input: - Description of the causal graph detailing the relationships between variables. - A question asking for the set of variables that satisfy the front-door criterion for a specified ordered pair of variables (X, Y). - Multiple-choice options for the set of variables that could satisfy the specified criterion. Output: - Answer to the question, provided in the format "Option N", where N is either 1, 2, or 3 based on the provided 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 set of variables that satisfies the front-door criterion relative to an ordered pair of variables (E, A) in the above causal graph? Option 1: D Option 2: C Option 3: Answer (Option 1 or Option 2 or Option 3 ?): Option 3 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 ?):""", 'one-shot-IcL-CN': """目标 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。 背景信息: - 后门准则定义如下: 1. 变量集 Z 不能包含任何 X 的后代。 2. Z 阻止了从 X 到 Y 的每一条有箭头指向 X 的路径。 - 前门准则的定义如下 1. 变量集 Z 阻止所有从 X 到 Y 的有向路径。 2. 没有从 X 到 Z 的后门路径。 3. 从 Z 到 Y 的所有后门路径都被 X 堵塞。 输入 - 详细描述变量之间关系的因果图。 - 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。 - 可满足指定标准的变量集合的多选选项。 输出: - 问题答案,格式为 "选项 N",根据所提供的选项,N 为 一、二 或 三。 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 (E, A),满足前门准则的变量集是哪个? 选项一:D 选项二:C 选项三: 答案(选项一或选项二或选项三?):选项三 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?):""", 'three-shot-IcL': """Objective: 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. Background Information: - Back-door criterion is defined as follows: 1. The variable set Z must not contain any descendants of X. 2. Z blocks every path from X to Y that has an arrow pointing to X. - Front-door criterion is defined as follows: 1. The variable set Z blocks all directed paths from X to Y. 2. There are no back-door paths from X to Z. 3. All back-door paths from Z to Y are blocked by X. Input: - Description of the causal graph detailing the relationships between variables. - A question asking for the set of variables that satisfy the front-door criterion for a specified ordered pair of variables (X, Y). - Multiple-choice options for the set of variables that could satisfy the specified criterion. Output: - Answer to the question, provided in the format "Option N", where N is either 1, 2, or 3 based on the provided 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 set of variables that satisfies the front-door criterion relative to an ordered pair of variables (E, A) in the above causal graph? Option 1: D Option 2: C Option 3: 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 B, A causes E, B causes E, 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 (A, D) in the above causal graph? Option 1: D Option 2: B Option 3: A Answer (Option 1 or Option 2 or Option 3 ?): Option 2 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. 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? Option 1: D Option 2: C Option 3: B Answer (Option 1 or Option 2 or Option 3 ?): Option 1 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 ?):""", 'three-shot-IcL-CN': """目标 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。 背景信息: - 后门准则定义如下: 1. 变量集 Z 不能包含任何 X 的后代。 2. Z 阻止了从 X 到 Y 的每一条有箭头指向 X 的路径。 - 前门准则的定义如下 1. 变量集 Z 阻止所有从 X 到 Y 的有向路径。 2. 没有从 X 到 Z 的后门路径。 3. 从 Z 到 Y 的所有后门路径都被 X 堵塞。 输入 - 详细描述变量之间关系的因果图。 - 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。 - 可满足指定标准的变量集合的多选选项。 输出: - 问题答案,格式为 "选项 N",根据所提供的选项,N 为 一、二 或 三。 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 (E, A),满足前门准则的变量集是哪个? 选项一:D 选项二:C 选项三: 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B, A导致E, B导致E, B导致D, C导致E, 以及C导致D。 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? 选项一:D 选项二:B 选项三:A 答案(选项一或选项二或选项三?):选项二 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?):选项一 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?):""", 'zero-shot-CoT': """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? 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),满足前门准则的变量集是哪个?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 front-door adjustment set with chain of thought. Note A is unobserved in the following questions. 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. 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? Option 1: D Option 2: C Option 3: B 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. 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. 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: D Option 2: B Option 3: C 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. 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. 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: F Option 2: E Option 3: B 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. 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. 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? Option 1: A Option 2: Option 3: C 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. 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. 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? Option 1: D Option 2: A Option 3: B 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. 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? Option 1: B Option 2: A Option 3: C 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. 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? Option 1: C Option 2: B Option 3: A 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. 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. 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