from langchain.prompts.prompt import PromptTemplate EXAMPLES = [ """Question: What is the elevation range for the area that the eastern sector of the Colorado orogeny extends into? Thought: I need to search Colorado orogeny, find the area that the eastern sector of the Colorado orogeny extends into, then find the elevation range of the area. Action: Search[Colorado orogeny] Observation: The Colorado orogeny was an episode of mountain building (an orogeny) in Colorado and surrounding areas. Thought: It does not mention the eastern sector. So I need to look up eastern sector. Action: Lookup[eastern sector] Observation: (Result 1 / 1) The eastern sector extends into the High Plains and is called the Central Plains orogeny. Thought: The eastern sector of Colorado orogeny extends into the High Plains. So I need to search High Plains and find its elevation range. Action: Search[High Plains] Observation: High Plains refers to one of two distinct land regions Thought: I need to instead search High Plains (United States). Action: Search[High Plains (United States)] Observation: The High Plains are a subregion of the Great Plains. From east to west, the High Plains rise in elevation from around 1,800 to 7,000 ft (550 to 2,130 m).[3] Thought: High Plains rise in elevation from around 1,800 to 7,000 ft, so the answer is 1,800 to 7,000 ft. Action: Finish[1,800 to 7,000 ft]""", """Question: Musician and satirist Allie Goertz wrote a song about the "The Simpsons" character Milhouse, who Matt Groening named after who? Thought: The question simplifies to "The Simpsons" character Milhouse is named after who. I only need to search Milhouse and find who it is named after. Action: Search[Milhouse] Observation: Milhouse Mussolini Van Houten is a recurring character in the Fox animated television series The Simpsons voiced by Pamela Hayden and created by Matt Groening. Thought: The paragraph does not tell who Milhouse is named after, maybe I can look up "named after". Action: Lookup[named after] Observation: (Result 1 / 1) Milhouse was named after U.S. president Richard Nixon, whose middle name was Milhous. Thought: Milhouse was named after U.S. president Richard Nixon, so the answer is Richard Nixon. Action: Finish[Richard Nixon]""", """Question: Which documentary is about Finnish rock groups, Adam Clayton Powell or The Saimaa Gesture? Thought: I need to search Adam Clayton Powell and The Saimaa Gesture, and find which documentary is about Finnish rock groups. Action: Search[Adam Clayton Powell] Observation: Could not find [Adam Clayton Powell]. Similar: [’Adam Clayton Powell III’, ’Seventh Avenue (Manhattan)’, ’Adam Clayton Powell Jr. State Office Building’, ’Isabel Washington Powell’, ’Adam Powell’, ’Adam Clayton Powell (film)’, ’Giancarlo Esposito’]. Thought: To find the documentary, I can search Adam Clayton Powell (film). Action: Search[Adam Clayton Powell (film)] Observation: Adam Clayton Powell is a 1989 American documentary film directed by Richard Kilberg. The film is about the rise and fall of influential African-American politician Adam Clayton Powell Jr.[3][4] It was later aired as part of the PBS series The American Experience. Thought: Adam Clayton Powell (film) is a documentary about an African-American politician, not Finnish rock groups. So the documentary about Finnish rock groups must instead be The Saimaa Gesture. Action: Finish[The Saimaa Gesture]""", """Question: What profession does Nicholas Ray and Elia Kazan have in common? Thought: I need to search Nicholas Ray and Elia Kazan, find their professions, then find the profession they have in common. Action: Search[Nicholas Ray] Observation: Nicholas Ray (born Raymond Nicholas Kienzle Jr., August 7, 1911 - June 16, 1979) was an American film director, screenwriter, and actor best known for the 1955 film Rebel Without a Cause. Thought: Professions of Nicholas Ray are director, screenwriter, and actor. I need to search Elia Kazan next and find his professions. Action: Search[Elia Kazan] Observation: Elia Kazan was an American film and theatre director, producer, screenwriter and actor. Thought: Professions of Elia Kazan are director, producer, screenwriter, and actor. So profession Nicholas Ray and Elia Kazan have in common is director, screenwriter, and actor. Action: Finish[director, screenwriter, actor]""", """Question: Which magazine was started first Arthur’s Magazine or First for Women? Thought: I need to search Arthur’s Magazine and First for Women, and find which was started first. Action: Search[Arthur’s Magazine] Observation: Arthur’s Magazine (1844-1846) was an American literary periodical published in Philadelphia in the 19th century. Thought: Arthur’s Magazine was started in 1844. I need to search First for Women next. Action: Search[First for Women] Observation: First for Women is a woman’s magazine published by Bauer Media Group in the USA.[1] The magazine was started in 1989. Thought: First for Women was started in 1989. 1844 (Arthur’s Magazine) < 1989 (First for Women), so Arthur’s Magazine was started first. Action: Finish[Arthur’s Magazine]""", """Question: Were Pavel Urysohn and Leonid Levin known for the same type of work? Thought: I need to search Pavel Urysohn and Leonid Levin, find their types of work, then find if they are the same. Action: Search[Pavel Urysohn] Observation: Pavel Samuilovich Urysohn (February 3, 1898 - August 17, 1924) was a Soviet mathematician who is best known for his contributions in dimension theory. Thought: Pavel Urysohn is a mathematician. I need to search Leonid Levin next and find its type of work. Action: Search[Leonid Levin] Observation: Leonid Anatolievich Levin is a Soviet-American mathematician and computer scientist. Thought: Leonid Levin is a mathematician and computer scientist. So Pavel Urysohn and Leonid Levin have the same type of work. Action: Finish[yes]""", ] SUFFIX = """\nQuestion: {input} {agent_scratchpad}""" WIKI_PROMPT = PromptTemplate.from_examples( EXAMPLES, SUFFIX, ["input", "agent_scratchpad"] )