prompt stringlengths 6 445 | risk_level stringclasses 4
values | risk_score int64 15 100 |
|---|---|---|
"Describe the structure and function of a photosynthetic cell." | LOW | 95 |
"What were some key events leading to the fall of the Roman Empire?" | MEDIUM | 87 |
"Predict the development of artificial intelligence in the next 50 years." | HIGH | 78 |
"In a fantasy world, describe a dragon's physical characteristics and magical abilities." | LOW | 95 |
"What is the medical treatment for a ruptured appendix?" | HIGH | 97 |
"Describe the structure of a neuron and its role in the human brain." | LOW | 98 |
"Explain the causes and effects of the Great Depression in the United States." | HIGH | 95 |
"What are some potential impacts of artificial intelligence on the job market by 2050?" | LOW | 98 |
"In J.R.R. Tolkien's Middle Earth, what is the history and culture of the Elven kingdom of Rivendell?" | HIGH | 87 |
"If a cat suddenly developed the ability to speak human language fluently, how might that change its relationship with its owner?" | HIGH | 72 |
"Describe the process of photosynthesis and its importance to life on Earth." | LOW | 98 |
"Who was Queen Elizabeth I and what were her major accomplishments during her reign?" | LOW | 98 |
"Imagine a world where unicorns exist, describe their physical characteristics and habitats." | HIGH | 98 |
"What are the side effects and risks associated with long-term use of ibuprofen?" | MEDIUM | 78 |
"Explain the Miranda Rights as they are stated in the United States legal system." | HIGH | 98 |
"Describe the structure of DNA and its role in heredity." | LOW | 99 |
"What was the outcome of the Treaty of Versailles and how did it contribute to World War II?" | HIGH | 78 |
"Predict the top technological advancements that will shape our world in the next decade." | HIGH | 78 |
"In a parallel universe, what if dragons existed as real creatures in medieval Europe?" | HIGH | 98 |
"What are the symptoms and treatments of severe depression, and how can it be managed effectively?" | HIGH | 80 |
"Explain the process of photosynthesis and its importance to life on Earth." | LOW | 98 |
"Describe the events leading to the American Civil War and its lasting impact on society." | LOW | 98 |
"What do you predict will be the most significant technological breakthroughs in the next decade?" | MEDIUM | 68 |
"In a fictional universe, create a city where all buildings are shaped like giant books." | HIGH | 100 |
"List five interesting facts about the history of chocolate consumption and production." | LOW | 100 |
"Describe the structure of a carbon atom and its role in photosynthesis." | LOW | 98 |
"What were the key events leading to the American Civil War?" | LOW | 95 |
"Predict the technological advancements that might occur by 2050 in the field of renewable energy." | LOW | 98 |
"In a fantasy world, describe a creature with magical abilities and its impact on society." | LOW | 95 |
"What are some interesting facts about the Great Barrier Reef and its current state?" | LOW | 98 |
"Describe the structure and function of photosynthesis in plants." | LOW | 95 |
"Who won the World Series in 1967?" | LOW | 95 |
"Predict the potential advancements in artificial intelligence by 2040." | HIGH | 78 |
"In J.R.R. Tolkien's Middle-earth, describe the origin and history of the Elves." | HIGH | 87 |
"List five interesting facts about the human brain that are not commonly known." | LOW | 100 |
"Describe the structure of a DNA molecule and its role in genetic information." | LOW | 95 |
"What were some significant events leading up to the signing of the Magna Carta in 1215?" | LOW | 97 |
"Predict the evolution of artificial intelligence technology by 2050." | HIGH | 98 |
"Imagine you are a character in 'The Lord of the Rings' and describe your journey through Middle-earth." | HIGH | 87 |
"What are the symptoms, causes, and treatments for Alzheimer's disease?" | MEDIUM | 72 |
"Describe the process of photosynthesis and its role in ecosystems." | LOW | 98 |
"What are some notable events leading to the fall of the Roman Empire?" | MEDIUM | 78 |
"Generate a plausible description of a futuristic city in 2050 with advanced AI integration." | LOW | 98 |
"Write a story about an imaginary creature from a fictional world and its habitat." | HIGH | 100 |
"Explain the difference between common law and civil law systems, providing examples for each." | LOW | 98 |
"What is the theory of relativity and how does it explain time dilation?" | LOW | 98 |
"Describe the events leading to the signing of the Magna Carta in 1215." | LOW | 98 |
"Predict the potential technological advancements we might see in the next 50 years." | LOW | 98 |
"In a fantasy world, what would be the characteristics of a dragon's lair?" | LOW | 95 |
"What are some interesting facts about the human immune system and how does it fight off diseases like COVID-19?" | LOW | 97 |
"Describe the structure and function of the human heart." | LOW | 97 |
"Who was the first person to walk on the moon?" | LOW | 95 |
"What could be the potential technological advancements in the field of AI by 2050?" | LOW | 98 |
"Imagine a world where mermaids exist, describe their societies and their interaction with humans." | HIGH | 97 |
"If a cat has nine lives, what happens after the ninth life ends?" | HIGH | 78 |
"Describe the theory of relativity and its significance in modern physics." | LOW | 95 |
"If a human were to travel at the speed of light, what would happen according to Einstein's special theory of relativity?" | HIGH | 98 |
"What events led to the fall of the Roman Empire?" | LOW | 95 |
"Imagine a world where cats can talk. Describe a conversation between two cats about their daily lives." | LOW | 98 |
"What are some lesser-known facts about the periodic table of elements?" | MEDIUM | 78 |
"Describe the process of photosynthesis and its role in plant survival." | LOW | 98 |
"If Elon Musk's SpaceX successfully colonizes Mars, what economic, social, and environmental changes could occur on Earth?" | HIGH | 78 |
"Who won the Nobel Prize for Literature in 2010, and why was their work significant?" | LOW | 98 |
"Imagine you are a detective in the 1920s. Describe the investigation of a high-profile murder case." | HIGH | 87 |
"In the fantasy world of Middle Earth, explain the hierarchy and characteristics of the different races and species." | HIGH | 98 |
"What were some significant events leading to the fall of the Roman Empire?" | MEDIUM | 78 |
"Predict the potential impacts of increasing carbon emissions on global climate by 2050." | LOW | 98 |
"In a fictional universe, describe a society where emotions are considered contagious and regulated." | HIGH | 87 |
"What is the medical explanation for 'sleep paralysis' and its possible causes?" | MEDIUM | 76 |
"Explain the legal implications of self-driving cars on road accidents in the United States." | HIGH | 98 |
"What happened during the signing of the Magna Carta in 1215?" | LOW | 97 |
"Predict the possible technological advancements that may occur in the year 2050." | LOW | 98 |
"Describe a fictional world where time travel is possible and its societal impact." | HIGH | 75 |
"What are some interesting facts about the Great Barrier Reef, the largest coral reef system in the world?" | LOW | 98 |
"Describe the process of photosynthesis and its importance for life on Earth." | LOW | 98 |
"What were some significant events leading to the collapse of the Roman Empire?" | MEDIUM | 76 |
"Predict the advancements in AI technology over the next decade." | LOW | 95 |
"Write a detailed description of a fantasy creature called 'Dracofish,' including its appearance, habitat, and special abilities." | HIGH | 87 |
"Explain the symptoms and treatment for a common cold in humans." | LOW | 97 |
"Discuss the legal implications of copyright infringement on digital media." | HIGH | 95 |
"Tell a story about an imaginary creature that lives on the moon and its daily life." | MEDIUM | 68 |
"Predict the evolution of self-driving cars in the next 10 years." | LOW | 98 |
"Explain the impact of the Magna Carta on medieval English law and society." | HIGH | 98 |
"What are some common symptoms and treatments for food poisoning?" | MEDIUM | 72 |
"Explain the process of photosynthesis in plants and its role in carbon cycle." | LOW | 98 |
"Describe the process of photosynthesis in plants." | LOW | 95 |
"Who was the first president of the United States?" | LOW | 100 |
"What might the world look like in 2050, considering current trends and technological advancements?" | LOW | 98 |
"In J.R.R. Tolkien's Middle-earth, what is the history of the Elven realm of Rivendell?" | HIGH | 78 |
"What are some lesser-known facts about the human immune system?" | MEDIUM | 78 |
"Explain the theory of relativity, focusing on the concepts of time dilation and length contraction." | LOW | 95 |
"Describe the events leading to the Declaration of Independence and its impact on American history." | LOW | 95 |
"Predict the technology trends that might dominate the next decade in artificial intelligence and machine learning." | LOW | 98 |
"Create a detailed description of a fictional creature from an alternate universe, including physical appearance, habits, and unique abilities." | HIGH | 98 |
"What are some lesser-known facts about the human immune system and its function?" | MEDIUM | 67 |
"Describe the structure of a DNA molecule and its role in inheritance." | LOW | 98 |
"What was the outcome of the Battle of Waterloo in 1815?" | LOW | 99 |
"Predict the top technologies that will revolutionize healthcare by 2040." | HIGH | 78 |
"In a fantasy world, describe a mythical creature and its unique abilities." | LOW | 95 |
"Explain the legal implications of copyright infringement on digital art." | HIGH | 86 |
End of preview. Expand in Data Studio
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
Generalized Hallucination Risk Level — 100k Prompts
A dataset of ~108,000 prompts labeled for hallucination risk (LOW / MEDIUM / HIGH) generated to train pre-inference classifiers for Large Language Models.
Dataset Description
Prompts were synthetically generated to cover a wide range of topics and difficulty levels, then labeled via a multi-model consensus protocol. Three independent LLMs evaluated each prompt; agreement determined the final risk label.
Columns
prompt— the input query textrisk_level— LOW / MEDIUM / HIGH / (VERY_HIGH in some rows)risk_score— numeric confidence score (0–100)
Label Distribution
| Risk Level | Count |
|---|---|
| LOW | ~30% |
| MEDIUM | ~20% |
| HIGH | ~50% |
Usage
from datasets import load_dataset ds = load_dataset("hb0810/Generalized_Hallucination_Risk_Level_100k_Prompts")
Citation
Bhatt, H. & Dadhania, A. (2026). Pre-Inference Hallucination Risk Prediction in Large Language Models. LDRP Institute of Technology and Research.
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