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>
Karl Maria Wiligut Karl Maria Wiligut (alias Weisthor, Jarl Widar, Lobesam; 10 December 1866 – 3 January 1946) was an Austrian occultist and SS-Brigadeführer. Early life Wiligut was baptised a Roman Catholic in Vienna. At the age of 14, he joined the Kadettenschule there. Aged 17, he was conscripted to the k.u.k. infantry regiment of Milan I king of Serbia. On 17 December 1883 he was appointed to infantry, four days later he became a Gefreiter (private). In 1888, he was promoted to lieutenant. Career In 1889, he joined the quasi-masonic "Schlaraffia-Loge". He published his first book, Seyfrieds Runen, in 1903, under his real name, as "Karl Maria Wiligut (Lobesam)", mentioning his real and additional artist name. 1908 followed the Neun Gebote Gôts, where Wiligut first claimed to be heir to an ancient tradition of Irminism. During World War I, Wiligut served at the southern and eastern fronts and he was decorated for gallantry. On 1 August 1917, he was promoted to colonel. In May 1918, he was retired from the front and commanded a convalescence camp near Lviv. After almost 40 years in military service, he retired on 1 January 1919 with an impeccable record, and moved to Morzg near Salzburg where he dedicated his time to occult studies. He renewed his acquaintance with Theodor Czepl of the Ordo Novi Templi, who in winter 1920/21 spent seven weeks in Wiligut's house. Czepl compiled a report for the archive of the O.N.T., where he describes Wiligut as "a man martial in aspect, who revealed himself as bearer of a secret line of German kingship". Wiligut supposedly founded the postwar newspaper Der Eiserne Besen, although no evidence for such a newspaper exists. Personal life In 1906, he married Malwine Leurs von Treuenringen of Bozen, with whom he had two daughters, Gertrud and Lotte. A twin brother of one of the girls died as an infant, a devastating tragedy for Wiligut, who was desperate for a male heir to which he could pass on his "secret knowledge", which estranged him from his wife. Hospitalisation Wiligut's wife remained unimpressed by her husband's claim to kingship; blaming him for their destitution, she pushed for his committal to a mental hospital. On 29 November 1924, while he was at a cafe with friends, police arrested Wiligut — his ultimate destination the local mental institution, where he was held for several years. Wiligut's medical records reflect violence at home, including threats to kill his wife, grandiose projects, eccentric behavior and occult interests. Following this arrest in 1924, he was diagnosed with schizophrenia and megalomania. He was declared legally incompetent by a Salzburg court and committed to a Salzburg asylum, where he remained until 1927. In 1932, he abandoned his wife and family, and emigrated from Austria to Germany, residing in Munich. He is known to have corresponded with many admirers and disciples, including Ernst Rüdiger and members of the Order of the New Templars. Involvement in Himmler's "Persönlicher Stab" Shortly after being introduced to Reichsführer-SS Himmler in September 1933 at a conference of the Nordische Gesellschaft, Wiligut was inducted into the SS (under the pseudonym "Karl Maria Weisthor") to head a Department for Pre- and Early History which was created for him within the SS Race and Settlement Main Office (RuSHA). In April 1934 he was promoted to the SS equivalent of his old colonel rank (Standartenführer), and then made head of Section VIII (Archives) for RuSHA in October 1934. In November 1934 a promotion followed to the rank of Oberführer (lieutenant-brigadier), and then in the spring of 1935 Wiligut was transferred to Berlin to serve
</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.