You are an AI assistant tasked with analyzing a passage of text to insert retrieval tokens and identify Prefix-intent (PI) and Key Factual Information (KFI). A Prefix-Intent (PI) should be a piece of text that should precede factual information, it must not be only 1 or 2 words. Key Factual Information (KFI) should be meaningful and include important details.

Your goal is to insert a  <|retrieval|> token after it is clear what the intent of the text is (e.g., "The president of the USA is"), but  before the key factual information is stated (e.g., "Joe Biden"). Whenever there is a <|retrieval|> token, we will retrieve the key factual information.

Here is the passage you will be working with:

<passage>
la nouvelle manga, and American graphic novels of similar size and dimensions. It is understood, however, that manga does not act as a loanword when used in the original Japanese language and therefore it only takes its original meaning of, simply, comics. Creators Notable OEL manga creators include: Wes Abbott Queenie Chan Svetlana Chmakova Mark Crilley Nunzio DeFilippis Ben Dunn Rod Espinosa Fred Gallagher Amy Kim Ganter ILYA Sean Lam M. Alice LeGrow Nina Matsumoto Fred Perry Madeleine Rosca Siku Felipe Smith Hans Steinbach Waltrip brothers Adam Warren Christina Weir Eric Wight Joseph Wight Tommy Yune Original English-language manga publishers Antarctic Press Antarctic Press most notedly publishes the extremely long-running Ninja High School (debuted 1987) and Gold Digger (debuted 1992) comic books, with heavy inspiration from manga in terms of art and high-paced imaginative action/humor storytelling style; and also publishes newer works like Neotopia (debuted 2003). These are consistently collected into pocket-sized paperback format. If the original comics appeared in color, Antarctic Press also publishes the collected manga in color as well. eigoMANGA eigoMANGA publishes two Original English-Language manga anthology comic books and several graphic novel series. Sakura Pakk (debuted 2004) is a shōjo-based anthology graphic novel while Rumble Pak (debuted 2004) is their shōnen-based comic book series. eigoMANGA means "English Comics" in Japanese and they market themselves as OEL manga publishers. Eternity Comics/Malibu Comics Eternity Comics/Malibu Comics was one of the earliest American publishers to adapt popular anime into comics form, and put out original English-language manga. Operated from 1986 to 1994. Kodansha Kodansha is one of the largest publishers in Japan. Through bi-annual international manga contests the company seeks talent outside Japan. According to Eijiro Shimada, editor-in-chief of Morning Two and deputy editor-in-chief of Morning, some readers in Japan are interested in manga produced in other parts of the world. In May 2004, Kodansha formed a partnership with Del Rey Books called Del Rey Manga to publish many of their books in English in the United States. Some of the more popular titles published by Del Rey Manga include Negima! Magister Negi Magi by Ken Akamatsu and Tsubasa: Reservoir Chronicle by Clamp. In July 2007, Kodansha announced that it would publish a Japanese language edition of Megatokyo in 2008. Furthermore, in September 2008, the company announced plans to expand publishing beyond Japan and into the United States via the Kodansha USA holding company. Seven Seas Entertainment Seven Seas Entertainment has published many Original English-Language manga and manga-inspired webcomics, such as Amazing Agent Luna (debuted 2005), Aoi House (debuted 2005), Hollow Fields (debuted 2007), and an adaptation of Larry Niven's Ringworld. Studio Ironcat Briefly before its closing in 2006, American manga publisher Studio Ironcat published a magazine series called AmeriManga from 2002–2003. A few of the titles in the compilation have since moved on to be published in other formats by other companies, most notably TOKYOPOP. Other similar magazines are still in publication today, including EigoManga's Sakura Pakk and RumblePakk titles; Purrsia Press's Mangatron; Mangazine; and Shōjo. International magazines of the same type include Britain's MangaMover and Sweatdrop; the Australian publication Kiseki; and the Canadian magazine Kitsune. Tokyopop Tokyopop was formerly the world's largest publisher of manga-inspired comics written in the English language, and used to publish over two dozen titles. From 2002-2011, the company actively promoted new writers via its popular Rising Stars of Manga annual competition and collection. Several winners from the competition eventually published their own books under the Tokyopop imprint. In a 2006 deal with HarperCollins, the company announced the expansion of its distribution and new adaptation projects based on American prose novels. It was
</passage>

Follow these steps to complete the task:

1. Inserting retrieval tokens:
   a. Read through the text carefully.
   b. Identify potential Prefix-Intent (PI) sections that consist of a single intent and could serve as a search query. You must not modify the prefix intent and it MUST be part verbatim in the passage. It cannot be single or only a few words.
   c. For each identified PI, evaluate if the following sentence/subsentece that could serve as Key Factual Information (KFI).
   d. Insert <|retrieval|> tokens into the text AFTER the Prefix Intent (PI) and BEFORE key factual information is stated (KFI).
   e. Key Factual information should not intersect with Prefix Intent.

2. Identifying Prefix-Intent (PI) and Key Factual Information (KFI):
   a. For each <|retrieval|> token you've inserted, identify the preceding text as the Prefix-Intent (PI).
   b. Identify the following text, up to the next PI, as the Key Factual Information (KFI).
   c. Ensure that both PI and FI are short subsentences or phrases but not 1 or 2 words.

3. Insert <|start-PI|>,<|end-PI|>, <|start-KFI|>, <|end-KFI|>.
   a. For each identified Prefix Intent (PI), add a start and end special tokens (<|start-PI|>,<|end-PI|>) to quickly identify them.
   b. Do the same for the Key Factual Information (KFI) (<|start-KFI|>, <|end-KFI|>)
   c. Ensure that the very first PI in the passage is preceded by <|start-PI|>.
   d. Double-check that every PI and KFI is properly enclosed in these tags.

4. Describing ideal retrieved information:
   a. Given the Prefix-Intent (PI) and Key Factual Information (KFI), imagine an ideal retriever and enormous corpus. 
   b. Using the retriever and corpus, imagine that you can retrieve information given the Prefix-Intent.  
   c. Describe how that content should look like so it helps generating the Key Factual Information (KFI)


5. Reformulate the Prefix Intent if necessary: Reformulate it to not be impersonal. This means that if the subject it is not identified (e.g. it, he, she) you need to add the appropriate subject so the prefix-intent can be understood by itself. The subject should be changed from the previous information in the passage. Reformulated Prefix should not add any extra information or intent that is not mentioned in the original Prefix Intent.


6. Output format:
   For each pair of Prefix-Intent (PI) and Key Factual Information (KFI) you identify, provide the following output separating each example in a JSON list output. Ensure that it is actually a JSON.

   - Prefix_intent: [Write the Prefix Intent here]
   - Prefix_reformulated: [Write the Prefix Intent reformulated]
   - Key_Factual_Information: [Write the Key Factual Information here]
   - Verification: [Confirm that the KFI can be directly derived from the PI given a strictly connected context]
   - Ideal_Knowledge: [Describe how the ideal retrieved content should look to generate the KFI]
   - Explanation: [Briefly explain how the PI and KFI connect and why you chose to insert the <|retrieval|> token in that position]


7. Final step:
   After you have completed the analysis and provided outputs for all identified PI-KFI pairs, present the original passage with the <|retrieval|> tokens inserted in their appropriate positions

Here's an example of the expected output format:

Passage: Girmal Falls General This waterfall extends to a height of up to 100 feet, making it the highest waterfall of Gujarat. The picturesque beauty of this site makes it popular among visitors and people of the region alike. The water swiftly falls from a great height, creating a fog like condition that’s eye catching. The government of this state is working on many projects to make this place an ideal picnic spot and a tourist attraction. The fall comes to its best form at the time of monsoon and provides an immensely striking appearance. Some of the best natural features of Gujarat can be explored in this place. This place is a nice and refreshing retreat for any traveler.

```json
{ "results" : [
  {
    "Prefix_intent": "Girmal Falls General This waterfall extends to a height of up to",
    "Prefix_reformulated": "What is the height of Girmal Falls?",
    "Key_Factual_Information": "100 feet, making it the highest waterfall of Gujarat",
    "Verification": "The KFI directly provides the height information requested in the PI.",
    "Ideal_Knowledge": "A list of waterfalls in Gujarat, India, with their heights and rankings, specifically mentioning Girmal Falls as the highest at 100 feet.",
    "Explanation": "The PI introduces Girmal Falls and sets up a query about its height, while the KFI provides the specific measurement and its significance. The <|retrieval|> token is inserted to indicate where additional information might be needed to support the factual statement."
  },
  {
    "Prefix_intent": "The water swiftly falls from a great height, creating",
    "Prefix_reformulated": "What does the water falling from Girmal Falls create?",
    "Key_Factual_Information": "a fog like condition that's eye catching",
    "Verification": "The KFI directly describes the effect created by the falling water, as prompted by the PI.",
    "Ideal_Knowledge": "Detailed descriptions of the visual effects created by high waterfalls, including the formation of mist or fog-like conditions due to water droplets in the air.",
    "Explanation": "The PI describes the water falling and sets up a query about its effect, while the KFI provides the specific visual phenomenon created. The <|retrieval|> token is inserted to indicate where additional information might be needed to support the description."
  },
  {
    "Prefix_intent": "The fall comes to its best form at the time of",
    "Prefix_reformulated": "When does Girmal Falls come to its best form?",
    "Key_Factual_Information": "monsoon and provides an immensely striking appearance",
    "Verification": "The KFI directly answers when the waterfall is at its best and describes its appearance, as prompted by the PI.",
    "Ideal_Knowledge": "Information on the seasonal variations of Girmal Falls, highlighting the monsoon season's impact on water flow and visual appeal.",
    "Explanation": "The PI sets up a query about the best time to view the falls, and the KFI provides the specific season and describes the appearance. The <|retrieval|> token is inserted to indicate where additional information about seasonal changes might be needed."
  }],
"Updated_Passage":"<|start-PI|> Girmal Falls General This waterfall extends to a height of up to <|end-PI|> <|retrieval|> <|start-KFI|> 100 feet, making it the highest waterfall of Gujarat <|end-KFI|>. The picturesque beauty of this site makes it popular among visitors and people of the region alike. <|start-PI|> The water swiftly falls from a great height, creating <|end-PI|> <|retrieval|> <|start-KFI|> a fog like condition that’s eye catching <|end-KFI|>. The government of this state is working on many projects to make this place an ideal picnic spot and a tourist attraction. <|start-PI|> The fall comes to its best form at the time of <|end-PI|> <|retrieval|> <|start-KFI|> monsoon and provides an immensely striking appearance <|end-KFI|>. Some of the best natural features of Gujarat can be explored in this place. This place is a nice and refreshing retreat for any traveler."
}

```
8. Final check:
  a. Review the Updated_Passage to ensure all PIs and KFIs are properly tagged.
  b. Verify that the first PI in the passage starts with <|start-PI|>.
  c. Make sure there are no missing or misplaced tags.
 
Remember to analyze the entire passage, identify all relevant PI-KFI pairs, and provide the output for each pair as specified. After completing the analysis, present the original passage with the <|retrieval|> tokens inserted in their appropriate positions as part of a new key in the JSON file. Only Ouput the JSON File.