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>
Yu-Gi-Oh! Duel Monsters (season 3) The third season of the anime series Yu-Gi-Oh! Duel Monsters, created by Kazuki Takahashi, was originally broadcast from March 12, 2002, to February 11, 2003. The English adaptation, broadcast on Kids' WB, aired from November 1, 2003 to September 4, 2004. The DVD for the season, Yu-Gi-Oh: The Complete Third Season, was released in Region 1 in 2008. It was re-released in 2014, following the Cinedigm and 4K Media Inc merger, with a two-part digital release in Region 1. The third season of Yu-Gi-Oh! Duel Monsters (also renamed as Yu-Gi-Oh! Enter the Shadow Realm in the English-dubbed adaptation) was formerly licensed by 4Kids Entertainment in North America and other English-speaking countries, and was also distributed by FUNimation Productions, Ltd. through North American home video distribution rights and also distributed by Warner Bros. Television Animation on North American television rights, when it aired on Kids’ WB! and Cartoon Network, also in North America. It is now licensed and distributed by 4K Media. The season picks up where season two left off, with the characters taking an unexpected detour to Noah's home base. There, Yugi and the others are transported to a digital universe, created and controlled by Noah, where they are forced to duel the Big Five in order to escape with their mind in their own bodies. The second half of the season focuses on the resumption of the Battle City tournament finals, where the final four duelists, Yugi, Joey (Katsuya), Kaiba, and Marik (Malik), fight for the championship title as well as the end of the Shadow Games. Cast and characters Japanese Regular Hidehiro Kikuchi as Hiroto Honda Hiroki Takahashi as Katsuya Jounouchi Kenjiro Tsuda as Seto Kaiba Maki Saito as Anzu Mazaki Shunsuke Kazama as Yugi Moto/Yami Yugi Recurring Chisa Yokoyama as Noa Kaiba Haruhi Terada as Mai Kujaku Hiroomi Sugino as Souichirou Oota Hisashi Izumi as Kogoro Daimon Junko Takeuchi as Mokuba Kaiba Konta as Rashid Ishtar Mika Sakenobe as Shizuka Kawai Rica Matsumoto as Ryou Bakura/Yami Bakura Ryo Naitou as Ryuuji Otoga Ryousuke Ootani as Shuzo Otaki Shinichi Yashiro as Chikuzen Ooka Shintarō Sonooka as Kounosuke Oshita Sumi Shimamoto as Isis Ishtar Tadashi Miyazawa as Sugoroku Mutou Tetsuya Iwanaga as Malik Ishtar Tetsuo Komura as Gouzaburou Kaiba Minor Masami Suzuki as Ghost Kotsuzuka Norihisa Mori as Satake Sakura Nogawa as Isis Ishtar (child) English Regular Amy Birnbaum as Téa Gardner Greg Abbey as Tristan Taylor Wayne Grayson as Joey Wheeler Dan Green as Yugi Muto/Yami Yugi Eric Stuart as Seto Kaiba Recurring David Brimmer as Odion Ishtar Maddie Blaustein as Solomon Muto Megan Hollingshead as Mai Valentine Tara Jayne as Mokuba Kaiba Karen Neil as Ishizu Ishtar Lisa Ortiz as Serenity Wheeler Andrew Rannells as Noah Kaiba Jonathan Todd Ross as Marik Ishtar/Yami Marik Marc Thompson as Duke Devlin and Gansley Robert O'Gorman as Crump David Wills as Gozaburo Kaiba and Nezbitt Tom Souhrada as Leichter Andrew Paul as Johnson Ted Lewis as Bakura Ryou/Yami Bakura Episodes Home media Between March and October 2005, Funimation Productions released the second half of the season over five volumes of DVDs, each containing 4 - 5 episodes. They later released the complete season on July 29, 2008. In late 2013, Cinedigm and 4K Media Inc. reached a distribution agreement that would result in the release of every episode from the Yu-Gi-Oh! franchise on DVD and Blu-ray and to digital retailers. The complete third season, titled Yu-Gi-Oh! Classic: Season 3, was released on January 14, 2014, on DVD. It was also released in two volumes, like the previous seasons, on the same day both digitally
</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.