Prompt

QA Prompts

`qa_boxed`

Signature

@app.prompt(output="q_ls,template->prompt_ls")
def qa_boxed(
    q_ls: List[str], 
    template: str | Path
) -> List[PromptMessage]

Function Basic Q&A Prompt. Loads specified Jinja2 template, renders each question in the question list into a Prompt. Template Variable: {{ question }}

`qa_boxed_multiple_choice`

Signature

@app.prompt(output="q_ls,choices_ls,template->prompt_ls")
def qa_boxed_multiple_choice(
    q_ls: List[str],
    choices_ls: List[List[str]],
    template: str | Path,
) -> List[PromptMessage]

Function Multiple Choice Q&A Prompt. Automatically formats choice list into “A: …, B: …” form and injects into template. Template Variables: {{ question }}, {{ choices }}

`qa_rag_boxed`

Signature

@app.prompt(output="q_ls,ret_psg,template->prompt_ls")
def qa_rag_boxed(
    q_ls: List[str], 
    ret_psg: List[str | Any], 
    template: str | Path
) -> list[PromptMessage]

Function Standard RAG Prompt. Concatenates retrieved passage lists and injects into template. Template Variables: {{ question }}, {{ documents }}

`qa_rag_boxed_multiple_choice`

Signature

@app.prompt(output="q_ls,choices_ls,ret_psg,template->prompt_ls")
def qa_rag_boxed_multiple_choice(
    q_ls: List[str],
    choices_ls: List[List[str]],
    ret_psg: List[List[str]],
    template: str | Path,
) -> List[PromptMessage]

Function Multiple Choice Q&A Prompt with Retrieval Context. Template Variables: {{ question }}, {{ documents }}, {{ choices }}

RankCoT Prompts

`RankCoT_kr`

Signature

@app.prompt(output="q_ls,ret_psg,kr_template->prompt_ls")
def RankCoT_kr(
    q_ls: List[str],
    ret_psg: List[str | Any],
    template: str | Path,
) -> list[PromptMessage]

Function RankCoT Phase 1: Knowledge Retrieval Prompt. Template Variables: {{ question }}, {{ documents }}

`RankCoT_qa`

Signature

@app.prompt(output="q_ls,kr_ls,qa_template->prompt_ls")
def RankCoT_qa(
    q_ls: List[str],
    kr_ls: List[str],
    template: str | Path,
) -> list[PromptMessage]

Function RankCoT Phase 2: Chain-of-Thought based Q&A Prompt. Template Variables: {{ question }}, {{ CoT }} (Here CoT is usually knowledge generated in the previous phase)

IRCoT Prompts

`ircot_next_prompt`

Signature

@app.prompt(output="memory_q_ls,memory_ret_psg,template->prompt_ls")
def ircot_next_prompt(
    memory_q_ls: List[List[str | None]],
    memory_ret_psg: List[List[List[str]] | None],
    template: str | Path,
) -> List[PromptMessage]

Function IRCoT (Interleaved Retrieval CoT) Iterative Prompt Generation. Constructs next round’s Prompt based on historical retrieval results and chain of thought. Supports single-turn and multi-turn history concatenation. Template Variables: {{ documents }}, {{ question }}, {{ cur_answer }}

WebNote Prompts

`webnote_init_page`

Signature

@app.prompt(output="q_ls,plan_ls,webnote_init_page_template->prompt_ls")
def webnote_init_page(
    q_ls: List[str],
    plan_ls: List[str],
    template: str | Path,
) -> List[PromptMessage]

Function WebNote Agent: Initialize note page. Template Variables: {{ question }}, {{ plan }}

`webnote_gen_plan`

Signature

@app.prompt(output="q_ls,webnote_gen_plan_template->prompt_ls")
def webnote_gen_plan(
    q_ls: List[str],
    template: str | Path,
) -> List[PromptMessage]

Function WebNote Agent: Generate search plan. Template Variable: {{ question }}

`webnote_gen_subq`

Signature

@app.prompt(output="q_ls,plan_ls,page_ls,webnote_gen_subq_template->prompt_ls")
def webnote_gen_subq(
    q_ls: List[str],
    plan_ls: List[str],
    page_ls: List[str],
    template: str | Path,
) -> List[PromptMessage]

Function WebNote Agent: Generate sub-questions. Template Variables: {{ question }}, {{ plan }}, {{ page }}

`webnote_fill_page`

Signature

@app.prompt(output="q_ls,plan_ls,page_ls,subq_ls,psg_ls,webnote_fill_page_template->prompt_ls")
def webnote_fill_page(
    q_ls: List[str],
    plan_ls: List[str],
    page_ls: List[str],
    subq_ls: List[str],
    psg_ls: List[Any],
    template: str | Path,
) -> List[PromptMessage]

Function WebNote Agent: Fill notes based on retrieval results. Template Variables: {{ question }}, {{ plan }}, {{ sub_question }}, {{ docs_text }}, {{ page }}

`webnote_gen_answer`

Signature

@app.prompt(output="q_ls,page_ls,webnote_gen_answer_template->prompt_ls")
def webnote_gen_answer(
    q_ls: List[str],
    page_ls: List[str],
    template: str | Path,
) -> List[PromptMessage]

Function WebNote Agent: Generate final answer based on notes. Template Variables: {{ question }}, {{ page }}

Search-R1 & R1-Searcher

`search_r1_gen`

Signature

@app.prompt(output="prompt_ls,ans_ls,ret_psg,search_r1_gen_template->prompt_ls")
def search_r1_gen(
    prompt_ls: List[PromptMessage],
    ans_ls: List[str],
    ret_psg: List[str | Any],
    template: str | Path,
) -> List[PromptMessage]

Function Generation Prompt suitable for R1 style. Truncates Top-3 retrieval passages and injects into context. Template Variables: {{ history }}, {{ answer }}, {{ passages }}

`r1_searcher_gen`

Signature

@app.prompt(output="prompt_ls,ans_ls,ret_psg,r1_searcher_gen_template->prompt_ls")
def r1_searcher_gen(
    prompt_ls: List[PromptMessage],
    ans_ls: List[str],
    ret_psg: List[str | Any],
    template: str | Path,
) -> List[PromptMessage]

Function Generation Prompt suitable for R1 Searcher. Truncates Top-5 retrieval passages. Template Variables: {{ history }}, {{ answer }}, {{ passages }}

Search-o1 Prompts

`search_o1_init`

Signature

@app.prompt(output="q_ls,searcho1_reasoning_template->prompt_ls")
def search_o1_init(
    q_ls: List[str],
    template: str | Path,
) -> List[PromptMessage]

Function Search-O1 Initial Reasoning Prompt. Template Variable: {{ question }}

`search_o1_reasoning_indocument`

Signature

@app.prompt(output="extract_query_list,ret_psg,total_reason_list,searcho1_refine_template->prompt_ls")
def search_o1_reasoning_indocument(
    extract_query_list: List[str], 
    ret_psg: List[List[str]],       
    total_reason_list: List[List[str]], 
    template: str | Path,
) -> List[PromptMessage]

Function Search-O1 Reasoning Refinement Prompt. Merges historical reasoning steps (first + last 3 steps) with current retrieved documents for next step reasoning. Template Variables: {{ prev_reasoning }}, {{ search_query }}, {{ document }}

`search_o1_insert`

Signature

@app.prompt(output="q_ls,total_subq_list,total_final_info_list,searcho1_reasoning_template->prompt_ls") 
def search_o1_insert(
    q_ls: List[str],
    total_subq_list: List[List[str]], 
    total_final_info_list: List[List[str]],
    template: str | Path,
) -> List[PromptMessage]

Function Search-O1 Formatted Insertion Prompt. Explicitly inserts <|begin_search_query|> and search result tags into Prompt to construct complete chain-of-thought context.

EVisRAG & Multi-branch Prompts

`gen_subq`

Signature

@app.prompt(output="q_ls,ret_psg,gen_subq_template->prompt_ls")
def gen_subq(
    q_ls: List[str],
    ret_psg: List[str | Any],
    template: str | Path,
) -> List[PromptMessage]

Function Loop/Branch Demo: Generate sub-questions based on documents. Template Variables: {{ question }}, {{ documents }}

`evisrag_vqa`

Signature

@app.prompt(output="q_ls,ret_psg,evisrag_template->prompt_ls")
def evisrag_vqa(
    q_ls: List[str], 
    ret_psg: List[str | Any], 
    template: str | Path
) -> list[PromptMessage]

Function Multimodal VQA RAG Prompt. Automatically repeatedly inserts <image> Token into Prompt according to the number of retrieved images. Template Variable: {{ question }} (contains automatically injected image tokens)

SurveyCPM Prompts

`surveycpm_search`

Signature

@app.prompt(output="instruction_ls,survey_ls,cursor_ls,surveycpm_search_template->prompt_ls")
def surveycpm_search(
    instruction_ls: List[str],
    survey_ls: List[str],
    cursor_ls: List[str | None],
    surveycpm_search_template: str | Path,
) -> List[PromptMessage]

Function Survey Agent: Decide next search content. Parses JSON format outline, generates text description of current outline. Template Variables: {{ user_query }}, {{ current_outline }}, {{ current_instruction }}

`surveycpm_init_plan`

Signature

@app.prompt(output="instruction_ls,retrieved_info_ls,surveycpm_init_plan_template->prompt_ls")
def surveycpm_init_plan(
    instruction_ls: List[str],
    retrieved_info_ls: List[str],
    surveycpm_init_plan_template: str | Path,
) -> List[PromptMessage]

Function Survey Agent: Initialize outline plan. Template Variables: {{ user_query }}, {{ current_information }}

`surveycpm_write`

Signature

@app.prompt(output="instruction_ls,survey_ls,cursor_ls,retrieved_info_ls,surveycpm_write_template->prompt_ls")
def surveycpm_write(
    instruction_ls: List[str],
    survey_ls: List[str],
    cursor_ls: List[str | None],
    retrieved_info_ls: List[str],
    surveycpm_write_template: str | Path,
) -> List[PromptMessage]

Function Survey Agent: Write specific section content. Template Variables: {{ user_query }}, {{ current_survey }}, {{ current_instruction }}, {{ current_information }}

`surveycpm_extend_plan`

Signature

@app.prompt(output="instruction_ls,survey_ls,surveycpm_extend_plan_template->prompt_ls")
def surveycpm_extend_plan(
    instruction_ls: List[str],
    survey_ls: List[str],
    surveycpm_extend_plan_template: str | Path,
) -> List[PromptMessage]

Function Survey Agent: Extend or modify outline plan. Template Variables: {{ user_query }}, {{ current_survey }}

Configuration

servers/prompt/parameter.yaml

# QA
template: prompt/qa_boxed.jinja

# RankCoT
kr_template: prompt/RankCoT_knowledge_refinement.jinja
qa_template: prompt/RankCoT_question_answering.jinja

# Search-R1
search_r1_gen_template: prompt/search_r1_append.jinja

# R1-Searcher
r1_searcher_gen_template: prompt/r1_searcher_append.jinja

# Search-o1
searcho1_reasoning_template: prompt/search_o1_reasoning.jinja
searcho1_refine_template: prompt/search_o1_refinement.jinja


# For other prompts, please add parameters here as needed

# Take webnote as an example:
webnote_gen_plan_template: prompt/webnote_gen_plan.jinja
webnote_init_page_template: prompt/webnote_init_page.jinja
webnote_gen_subq_template: prompt/webnote_gen_subq.jinja
webnote_fill_page_template: prompt/webnote_fill_page.jinja
webnote_gen_answer_template: prompt/webnote_gen_answer.jinja

# SurveyCPM
surveycpm_search_template: prompt/surveycpm_search.jinja
surveycpm_init_plan_template: prompt/surveycpm_init_plan.jinja
surveycpm_write_template: prompt/surveycpm_write.jinja
surveycpm_extend_plan_template: prompt/surveycpm_extend_plan.jinja

Parameter	Description
`template`	Basic QA template path
`kr_template`	RankCoT knowledge refinement template path
`qa_template`	RankCoT Q&A template path
`*_template`	Jinja2 template file path corresponding to each module function

Tools

CLI

QA Prompts

`qa_boxed`

`qa_boxed_multiple_choice`

`qa_rag_boxed`

`qa_rag_boxed_multiple_choice`

RankCoT Prompts

`RankCoT_kr`

`RankCoT_qa`

IRCoT Prompts

`ircot_next_prompt`

WebNote Prompts

`webnote_init_page`

`webnote_gen_plan`

`webnote_gen_subq`

`webnote_fill_page`

`webnote_gen_answer`

Search-R1 & R1-Searcher

`search_r1_gen`

`r1_searcher_gen`

Search-o1 Prompts

`search_o1_init`

`search_o1_reasoning_indocument`

`search_o1_insert`

EVisRAG & Multi-branch Prompts

`gen_subq`

`evisrag_vqa`

SurveyCPM Prompts

`surveycpm_search`

`surveycpm_init_plan`

`surveycpm_write`

`surveycpm_extend_plan`

Configuration

​QA Prompts

​qa_boxed

​qa_boxed_multiple_choice

​qa_rag_boxed

​qa_rag_boxed_multiple_choice

​RankCoT Prompts

​RankCoT_kr

​RankCoT_qa

​IRCoT Prompts

​ircot_next_prompt

​WebNote Prompts

​webnote_init_page

​webnote_gen_plan

​webnote_gen_subq

​webnote_fill_page

​webnote_gen_answer

​Search-R1 & R1-Searcher

​search_r1_gen

​r1_searcher_gen

​Search-o1 Prompts

​search_o1_init

​search_o1_reasoning_indocument

​search_o1_insert

​EVisRAG & Multi-branch Prompts

​gen_subq

​evisrag_vqa

​SurveyCPM Prompts

​surveycpm_search

​surveycpm_init_plan

​surveycpm_write

​surveycpm_extend_plan

​Configuration

QA Prompts

`qa_boxed`

`qa_boxed_multiple_choice`

`qa_rag_boxed`

`qa_rag_boxed_multiple_choice`

RankCoT Prompts

`RankCoT_kr`

`RankCoT_qa`

IRCoT Prompts

`ircot_next_prompt`

WebNote Prompts

`webnote_init_page`

`webnote_gen_plan`

`webnote_gen_subq`

`webnote_fill_page`

`webnote_gen_answer`

Search-R1 & R1-Searcher

`search_r1_gen`

`r1_searcher_gen`

Search-o1 Prompts

`search_o1_init`

`search_o1_reasoning_indocument`

`search_o1_insert`

EVisRAG & Multi-branch Prompts

`gen_subq`

`evisrag_vqa`

SurveyCPM Prompts

`surveycpm_search`

`surveycpm_init_plan`

`surveycpm_write`

`surveycpm_extend_plan`

Configuration