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>
Friedrich Heinrich von Seckendorff Friedrich Heinrich Reichsgraf von Seckendorff (5 July 1673 – 23 November 1763) was a Franconian field marshal and diplomat, in the service of the imperial Habsburg monarchy of Austria. Later he served as commander of the Bavarian army and fought Austria. Family Seckendorff was born in Königsberg, Franconia, into the Seckendorff family of nobility. His father was an official of Saxe-Gotha and his nephew was Veit Ludwig von Seckendorff. He studied law in Jena, Leipzig, and Leyden. Early military career In 1693, Seckendorff served in the allied army commanded by William III of England, and in 1694 became a cornet in a Gotha cavalry regiment in Austrian pay. Leaving the cavalry, he became an infantry officer in the service of Venice, and in 1697 in that of the Margrave of Ansbach, who in 1698 transferred the regiment in which Seckendorff was serving to the Imperial army. He served under Prince Eugene of Savoy in the Great Turkish War. In 1699, Seckendorff married and returned to Ansbach as a court officer, but the outbreak of the War of the Spanish Succession called him into the field again as lieutenant-colonel of an Ansbach regiment, which was taken into the Dutch service. During the War of the Spanish Succession, Seckendorff led Ansbach's regiment and, at the head of his dragoons, conquered 16 standards in the Battle of Blenheim. Promoted to Oberst, Seckendorff participated in the battles of Ramillies and Oudenaarde and the siege of Ryssel. Disappointed with his lack of promotion in the Netherlands and Austria, Seckendorff entered the service of King Augustus II of Poland as a Generalmajor and commanded the king's auxiliary Saxon troops in Flanders, fighting in the siege of Tournai and the battle of Malplaquet. As the Polish envoy to the Hague, he participated in the negotiations of the 1713 Treaty of Utrecht; in the same year he suppressed an insurrection in Poland. As a lieutenant general, Seckendorff commanded Saxon troops in the 1715 siege of Stralsund against King Charles XII of Sweden. Seckendorff reentered imperial service as a Feldmarschallleutnant in 1717. Under the command of Eugene of Savoy, Seckendorff led two Ansbach regiments against the Ottoman Turks at Belgrade. In 1718 he successfully fought against Spain in Sicily. Granted the title of Reichsgraf in 1719, Seckendorff was named Feldzeugmeister two years later. Diplomacy In 1726, at the instance of Eugene of Savoy, Seckendorff became the imperial ambassador at the Prussian court in Berlin. He gained the trust of King Frederick William I of Prussia; king and diplomat had fought alongside one another in the War of the Spanish Succession. Seckendorff also bribed the minister of state, the influential Friedrich Wilhelm von Grumbkow, with an Austrian pension. In order to avoid a potential marriage between Crown Prince Frederick and a princess of the House of Hanover that would have allied Prussia and Great Britain, Seckendorff manipulated Frederick William and his son so that the crown prince instead married Elizabeth Christina of Brunswick-Bevern, a marriage more favorable to Austria. Seckendorff's diplomatic skill also led to recognition of the Pragmatic Sanction by the courts of numerous German principalities, Denmark, and the Dutch Republic. Later military career In 1734, Seckendorff returned to the imperial army and became Governor of Mainz. As imperial general of cavalry during the War of the Polish Succession, he led 30,000 troops against the French at Clausen on 20 October 1735. In 1737, Emperor Charles VI made Seckendorff commander-in-chief in Hungary, at the same time giving him the baton of Feldmarschall. Although initially successful in the Austrian-Russian campaign against the Ottomans, he was eventually
</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.