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>
My Utmost for His Highest (album) My Utmost for His Highest is the first of three albums of songs inspired by Oswald Chambers' devotional My Utmost for His Highest. The album, produced by Brown Bannister, features performances by popular Christian musicians of songs relating to a day from Chamber's book. It was the first album to receive the GMA Dove Award for Special Event Album of the Year, and was nominated for a Grammy Award for Best Pop/Contemporary Gospel Album. The two additional albums produced in the series were "My Utmost for His Highest: The Covenant" and "My Utmost for His Highest: Quiet Prayers." My Utmost for His Highest Track listing "You Are Holy" (Carolyn Arends, Mark Harris, Michael W. Smith) - 4:56; performed by 4Him "Lover of My Soul" (Amy Grant, Michael Omartian) - 5:14; performed by Amy Grant "A Man After Your Own Heart" (Wayne Kirkpatrick, Billy Sprague) - 4:31; performed by Gary Chapman "You'll Be There" (Cindy Morgan) - 3:21; performed by Cindy Morgan "Sometimes He Comes In The Clouds" (Steven Curtis Chapman) - 4:01; performed by Steven Curtis Chapman "God of All of Me" (Bob Farrell, MWS) - 4:45; performed by Sandi Patty "Move In Me" (Wayne Kirkpatrick, MWS) - 6:10; performed by Michael W. Smith "Hold On To Me" (Robert Sterling, MWS) - 4:00; performed by Point of Grace "A Heart Like Mine" (Loren Balman, Robbie Buchanan, Bryan Duncan, Bob Farrell, Greg Nelson)- 4:23; performed by Bryan Duncan "Where He Leads Me" (Twila Paris) - 5:33; performed by Twila Paris "Shine On Us" (MWS, Debbie Smith) - 4:00; performed by Phillips, Craig and Dean Personnel Shane Keister – keyboards (1, 4, 7, 8), piano (10) Blair Masters – additional keyboards (1, 3), keyboards (7) Tommy Sims – programming (2, 5), backing vocals (4), bass (5), additional programming (6), keyboards (10) Michael Omartian – piano (3) Carl Marsh – keyboards (5, 8, 10) Danny Duncan – additional programming (5, 6) Robbie Buchanan – programming (6, 9) Michael W. Smith – piano (7) Brian Siewert – programming (11) Dann Huff – guitar (1, 2, 4, 6-9) Don Potter – acoustic guitar (1, 4, 7, 8, 10) Steven Curtis Chapman – acoustic guitar (5) Gordon Kennedy – acoustic guitar (5), electric guitar (5), guitar (9) Leland Sklar – bass (1, 4, 7, 9) Steve Brewster – drums (1, 4, 7, 8) Paul Leim – drums (9) Ronn Huff – string arrangements (1-4, 6, 7, 11) Tom Howard – string arrangements (9) Gavyn Wright – concertmaster (1-4, 6, 7, 9, 11) The London Session Orchestra – strings (1-4, 6, 7, 9, 11) Cheryl Rogers – vocal arrangement (8) Lisa Keith – backing vocals (2, 9) Michael Mellett – backing vocals (2, 3, 5, 10) Nicol Sponberg – backing vocals (2, 9) Molly Felder – backing vocals (4) Cindy Morgan – backing vocals (4) Wayne Kirkpatrick – backing vocals (7) Production Producer – Brown Bannister Executive Producer – Loren Balman BGV Production on Tracks 2 & 9 – Tommy Sims Vocal Production on Track 11 – Paul Mills Engineers – Jeff Balding and Steve Bishir Additional Engineers – Brown Bannister, Patrick Kelly and Martin Woodlee. Assistant Engineers – Joey Grimstead, Aaron Swihart, Carry Summers and Martin Woodlee. Recorded at The Dugout and OmniSound Studios (Nashville, TN); Tejas Recorders and Deer Valley Studio (Franklin, TN); Vintage Recorders (Phoenix, AZ). Strings recorded by Bill Price at Angel Studios (London, UK), assisted by Niall Acott. Mixing – Bill Deaton (Tracks 1-4 & 6-10); Steve Bishir (Tracks 5 & 9). Mix Assistants – Patrick Kelly, Aaron Swihart, Daron Smith and Carry Summers. Mixed at
</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.