Datasets:

GenAIDevTOProd
/

facts-grounding-processed

system_instruction stringlengths 29 665	user_request stringlengths 15 882	context_document stringlengths 539 130k	full_prompt stringlengths 74 130k	prompt stringlengths 853 130k	has_url_in_context bool 2 classes	len_system int64 5 108	len_user int64 2 144	len_context int64 90 19.9k	target float64	row_id int64 0 859
You can only respond using information in the context block.	What is the difference between supply-side economics and trickle-down economics?	In this paper I discuss what can be learned about “trickle-down” ideas from recent empirical evidence on tax incidence. Tax incidence, defined as the effect of tax policies on the distribution of welfare, provides an ideal framework because of the explicit focus on tracing the impacts of a policy beyond the directly af...	You can only respond using information in the context block.] What is the difference between supply-side economics and trickle-down economics? In this paper I discuss what can be learned about “trickle-down” ideas from recent empirical evidence on tax incidence. Tax incidence, defined as the effect of tax policies on t...	You can only respond using information in the context block. EVIDENCE: In this paper I discuss what can be learned about “trickle-down” ideas from recent empirical evidence on tax incidence. Tax incidence, defined as the effect of tax policies on the distribution of welfare, provides an ideal framework because of the ...	false	10	10	1,459	null	811
Respond to the following question with only the information I provide within this prompt, your answer should be two paragraphs long.	Why is Mr Lloyd's strategy unusual?	A. INTRODUCTION 1. Mr Richard Lloyd - with financial backing from Therium Litigation Funding IC, a commercial litigation funder - has issued a claim against Google LLC, alleging breach of its duties as a data controller under section 4(4) of the Data Protection Act 1998 (“the DPA 1998”). The claim alleges that, for sev...	Respond to the following question with only the information I provide within this prompt, your answer should be two paragraphs long. Why is Mr Lloyd's strategy unusual? A. INTRODUCTION 1. Mr Richard Lloyd - with financial backing from Therium Litigation Funding IC, a commercial litigation funder - has issued a claim ag...	Respond to the following question with only the information I provide within this prompt, your answer should be two paragraphs long. EVIDENCE: A. INTRODUCTION 1. Mr Richard Lloyd - with financial backing from Therium Litigation Funding IC, a commercial litigation funder - has issued a claim against Google LLC, allegin...	false	21	6	1,603	null	754
Exclusively use the information found in the prompt to provide responses limited to 300 words. Use bullet formatting if listing more than 2 items. Use numerical formatting is the response includes instructions. If there's is not enough information to answer some or all of an user's prompt then state so but answer the p...	How does Executive Order (E.O.) 14110 address concerns that were previously outlined in the E.O. on _Advancing Effective, Accountable Policing and Criminal Justice Practices to Enhance Public Trust and Public Safety_?	A number of concerns have been raised about law enforcement use of AI, including whether its use perpetuates biases; one criticism is that the data on which the software are trained contain bias, thus training bias into the AI systems. Another concern is whether reliance on AI technology may lead police to ignore contr...	System instruction: Exclusively use the information found in the prompt to provide responses limited to 300 words. Use bullet formatting if listing more than 2 items. Use numerical formatting is the response includes instructions. If there's is not enough information to answer some or all of an user's prompt then state...	Exclusively use the information found in the prompt to provide responses limited to 300 words. Use bullet formatting if listing more than 2 items. Use numerical formatting is the response includes instructions. If there's is not enough information to answer some or all of an user's prompt then state so but answer the p...	false	69	31	564	null	136
{instruction} ========== In your answer, refer only to the context document. Do not employ any outside knowledge {question} ========== [user request] {passage 0} ========== [context document]	I'm middle-aged, never smoked, had my ears blown out in the war, get a case of the sads pretty regular, and eat mostly garbage. What are my risk factors for dementia? What does cognitive engagement have to do with it?	high blood pressure People who have consistent high blood pressure (hypertension) in mid-life (ages 45 to 65) are more likely to develop dementia compared to those with normal blood pressure. High blood pressure can increase the risk of developing dementia, particularly vascular dementia, because of its effect on the h...	{instruction} ========== In your answer, refer only to the context document. Do not employ any outside knowledge {question} ========== I'm middle-aged, never smoked, had my ears blown out in the war, get a case of the sads pretty regular, and eat mostly garbage. What are my risk factors for dementia? What does cognitiv...	{instruction} ========== In your answer, refer only to the context document. Do not employ any outside knowledge {question} ========== [user request] {passage 0} ========== [context document] EVIDENCE: high blood pressure People who have consistent high blood pressure (hypertension) in mid-life (ages 45 to 65) are mor...	false	26	40	510	null	0
Answer the question based solely on the information provided in the passage. Do not use any external knowledge or resources. [user request] [context document]	What does each option's Greek measure and how is it used to determine options pricing?Also, even though it's not a Greek, also include an explanation of implied volatility.	Delta Delta measures how much an option's price can be expected to move for every $1 change in the price of the underlying security or index. For example, a Delta of 0.40 means the option's price will theoretically move $0.40 for every $1 change in the price of the underlying stock or index. As you might guess, this me...	Answer the question based solely on the information provided in the passage. Do not use any external knowledge or resources. What does each option's Greek measure and how is it used to determine options pricing?Also, even though it's not a Greek, also include an explanation of implied volatility. Delta Delta measures h...	Answer the question based solely on the information provided in the passage. Do not use any external knowledge or resources. [user request] [context document] EVIDENCE: Delta Delta measures how much an option's price can be expected to move for every $1 change in the price of the underlying security or index. For exam...	false	24	28	1,192	null	588
You will answer all questions using only information from the resource provided in the prompt.	Use the text provided to explain the difference between Adam Smith's economic philosophy and that of Friedrich List.	Class 1: The Purpose of the Corporation (Dodge v. Ford Motor Company) Dodge v. Ford Motor Company is a great case. It is important because its ruling touches on a question at the very core of corporate law: what is the purpose of the corporation? Is it exclusively to make the most money for shareholders? (And if so – m...	System Instruction: You will answer all questions using only information from the resource provided in the prompt. Question: Use the text provided to explain the difference between Adam Smith's economic philosophy and that of Friedrich List. Context Block: Class 1: The Purpose of the Corporation (Dodge v. Ford Motor Co...	You will answer all questions using only information from the resource provided in the prompt. EVIDENCE: Class 1: The Purpose of the Corporation (Dodge v. Ford Motor Company) Dodge v. Ford Motor Company is a great case. It is important because its ruling touches on a question at the very core of corporate law: what is...	false	15	18	713	null	92
Use only the information contained in the prompt to answer any questions the user may ask. Do not use any other sources or any information from your stored data from before this conversation. If you cannot answer the user's question using only the provided context, say "I can't determine the answer as the information y...	What mechanisms have been proposed for post-Covid neurological complications?	Introduction The predominant acute presentations of COVID-19 are respiratory, but neurological manifestations have been recognized as an important component of the disease, even in cases without respiratory symptoms (2-5). The neurological manifestations associated with COVID-19 range from mild to critical, affect adul...	System instruction: Use only the information contained in the prompt to answer any questions the user may ask. Do not use any other sources or any information from your stored data from before this conversation. If you cannot answer the user's question using only the provided context, say "I can't determine the answer ...	Use only the information contained in the prompt to answer any questions the user may ask. Do not use any other sources or any information from your stored data from before this conversation. If you cannot answer the user's question using only the provided context, say "I can't determine the answer as the information y...	true	72	9	2,722	null	382
"Only respond using the information in the context block. Do not in any way rely on your own knowled(...TRUNCATED)	"Why do people believe independent bookstores might make a comeback, despite chains like Amazon and (...TRUNCATED)	"Book Brawl Independent bookstores, the Internet, chain stores and discount houses duke it out. (Who(...TRUNCATED)	"Only respond using the information in the context block. Do not in any way rely on your own knowled(...TRUNCATED)	"Only respond using the information in the context block. Do not in any way rely on your own knowled(...TRUNCATED)	false	37	18	1,635	null	356
"<TASK DESCRIPTION> Only use the provided text to answer the question, no outside sources. <QUESTION(...TRUNCATED)	"What does cholelithiasis mean and how serious is it? Provide a list of symptoms in bullet points. Y(...TRUNCATED)	"Gallstones Gallstones (cholelithiasis) are hardened pieces of bile that form in your gallbladder or(...TRUNCATED)	"<TASK DESCRIPTION> Only use the provided text to answer the question, no outside sources. <QUESTION(...TRUNCATED)	"<TASK DESCRIPTION> Only use the provided text to answer the question, no outside sources. <QUESTION(...TRUNCATED)	false	20	27	892	null	474
In your answer, refer only to the context document. Do not employ any outside knowledge	Based on the provided context, what are some ways the City of Stronghold helps small businesses?	"Small Business Startup/Management Guide The Strongsville Business Startup & Management Guide Se(...TRUNCATED)	"{question} ========== Based on the provided context, what are some ways the City of Stronghold help(...TRUNCATED)	"In your answer, refer only to the context document. Do not employ any outside knowledge\n\nEVIDENCE(...TRUNCATED)	true	15	16	1,422	null	435

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Facts Grounding Processed

This dataset is a processed and reformatted version of google/FACTS-grounding-public, designed for LLM factuality and grounding evaluation.
It has been cleaned, enriched with additional metadata, and split into train and validation sets.

Dataset Summary

The dataset contains prompts, context documents, and target answers that challenge models to stay grounded in provided context rather than hallucinating.
Processing steps added extra features like:

prompt – consolidated instruction + user request + context
has_url_in_context – boolean flag for URLs in context
len_system, len_user, len_context – token/word length statistics
row_id – unique identifier for tracking

Dataset Structure

Splits:

train – 688 rows
validation – 172 rows

Features:

Feature	Type	Description
`system_instruction`	string	System-level instruction template
`user_request`	string	User query or prompt
`context_document`	string	Provided factual context
`full_prompt`	string	Original concatenated instruction + context
`prompt`	string	Processed consolidated prompt
`has_url_in_context`	bool	Whether the context contains a URL
`len_system`	int64	Length of system instruction
`len_user`	int64	Length of user request
`len_context`	int64	Length of context document
`target`	string	Grounded factual answer
`row_id`	int64	Unique row identifier

Processing

The preprocessing was done in Python with the Hugging Face datasets library:

Loaded the original dataset (google/FACTS-grounding-public)
Added custom features (URL detection, length counts)
Generated combined prompt field
Split into train (80%) and validation (20%)
Exported as Arrow and JSONL formats

The preprocessing script is included in the repository for reproducibility.

Intended Uses

LLM grounding & hallucination evaluation
Prompt engineering experiments
Fine-tuning or zero/few-shot evaluation pipelines
Data formatting utilities

How to Use

from datasets import load_dataset

dataset = load_dataset("GenAIDevTOProd/facts-grounding-processed")

print(dataset["train"][0])

License: 
This processed dataset is licensed under Apache 2.0.
The original data source is google/FACTS-grounding-public.

Downloads last month: 49

Size of downloaded dataset files:

29.3 MB

Size of the auto-converted Parquet files:

15.6 MB

Number of rows:

860