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>
Remacemide Remacemide is a drug which acts as a low-affinity NMDA antagonist with sodium channel blocking properties. It has been studied for the treatment of acute ischemic stroke, epilepsy, Huntington's disease, and Parkinson's disease. Because remacemide has only a modest effect on seizure frequency and causes dizziness, it is no longer believed that remacemide will be an effective treatment for epilepsy. Although no such statement has been made about remacemide's potential for treating stroke, Huntington's, or Parkinson's, remacemide is no longer being developed for these conditions. Remacemide is also known as remacemide hydrochloride, (±)-2-amino-N-(1-methyl-1,2-diphenylethyl)-acetamide hydrochloride, or FPL 12924AA. Adverse effects dizziness nausea Lack of adverse effects Unlike many other treatments for epilepsy, remacemide does not appear to impair cognitive performance or driving performance in humans, although the evidence for effects on cognitive performance in animals has been mixed. Remacemide is not a sedative. Toxicity The median toxic dose of remacemide for neural impairment tests in mice is 5.6 mg/kg. Its estimated median lethal dose is about 927.3 mg/kg in mice. It has a favorable therapeutic index of 28.1 in mice. Drug interactions Levodopa Remacemide delays the absorption of levodopa (300 mg of remacemide one hour before levodopa treatment delays mean time to peak levodopa plasma concentration by 20%) but not its total absorption (area-under-the-curve for levodopa plasma concentration was unchanged). Sodium valproate Remacemide does not interact with sodium valproate, a treatment for epilepsy. Carbamazepine Ramacemide does interact with carbamazepine. Remacemide inhibits the metabolism of carbamazepine, while carbamazepine induces the metabolism of remacemide and FPL 12495. Alcohol Remacemide salts Remacemide is most commonly synthesized as the salt remacemide hydrochloride. However, there has been some investigation into other remacemide salts and their crystals, as different remacemide salts might taste more pleasant or have a solubility more suitable for a pediatric suspension formulation. Mechanism of action Remacemide binds weakly and noncompetitively to the ionic channel site of the NMDA receptor complex. Remacemide binds both allosterically and in the channel. However, because remacemide binds so weakly to NMDAR, much of remacemide's in vivo effect against excitotoxicity is thought to be caused by its metabolic transformation to the more potent desglycine derivative FPL 12495. That is, remacemide may actually act as a prodrug to deliver the active metabolite FPL 12495 to the central nervous system. Epilepsy In a well validated and described genetic model of absence epilepsy, rats of the WAG/Rij strain, remacemide and its metabolite FPL 12495 were found to have a common for glutamate antagonist usual effect on the number of spike/wave dischargesEEG, the drugs decrease spike/wave dischanges dose dependently. However, in contrast to most other glutamate antagonists, FPL 12495 increased the duration of the spike-wave discharges. Pharmacokinetics Blood–brain barrier The brain uptake index (BUI), a measure of a drug's ability to pass the blood–brain barrier that involves the injection of radiolabeled test and reference substances into the common carotid artery of anesthetized animals, for remacemide is 51 ± 0.9 SD. Enantiomers The (-)stereoisomer of remacemide is of equal potency to the racemic mixture in preventing maximal electroshock seizures when administered orally to rats, while the (+)stereoisomer is less potent. Metabolites FPL 12495 Much of remacemide's effect in vivo is thought to be caused by the desglycine derivative FPL 12495 (±). FPL 12495 (±) binds specifically and non-competitively to NMDAR,. Its effect on maximal electroconvulsive shock is more potent than remacemide. The S isomer (FPL 12859) is even more potent than the racemic mixture, while the R isomer is less potent than the racemate. FPL 12495 is sometimes referred to as ARL 12495AA. Other metabolites FPL 15053 FPL 15053 is the N-hydroxy-desglycinate of
</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.