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<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Of all of Estonian's language reformers who is the most ...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user What was halted with the torch relay for future Olympics...
<|im_start|>system You are an AI assistant with access to external knowledge. Use <knowledge> tags to request information when needed, then incorporate retrieved context into your answers.<|im_end|> <|im_start|>user Which counties in the Low Countries were not ruled by the Holy Roman Empire?<|im_end|> <|im_start|>assis...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user What institute of technology opened in Bursa in 2010?<|im_end|> <|im_start|>assistant <think> The question asks about a...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user What is an example of a passive solar technique?<|im_end...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user What is the most complex organ in an animal's body?<|im_end|> <|im_start|>assistant <think> This is a fascinatin...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user How many BS level degrees are offered in the College of ...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user What is the name of the beautiful woman who Virgil enamo...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user What is the estimated percentage of the population of Brookline and newton that are jewish?<|im_end|> <|im_start|>assistant <thi...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user What organization was the Royal Institute instrumental in establishing?<|im_end|> <|im_start|>assistant <think> The que...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user On what days did Nanjing have to issue a Red Alert because of the severe air pollution?<|im_end|> <|im_start|>assistant <think> ...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user What official administered Germany's Micronesian possess...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user What happeded between 1927-1934?<|im_end|> <|im_start|>assistant <think> The question asks about events between 1927-1934, and t...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user How much did Matsushita Electric pay for MCA?<|im_end|> <|im_start|>assistant <think> The question asks about a specific acquisi...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user Where does the AG2R originate from?<|im_end|> <|im_start|>assistant <think> The question asks about the origin o...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user What is the earliest decade of music typically featured on the rhythmic oldies format?<|im_end|> <|im_start|>assistant <think> T...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Who wrote Tirant lo Blanc?<|im_end|> <|im_start|>assista...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user What type of receptors does the brain lack?<|im_end|> <|im_start|>assistant <think> The question asks about what...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user What title did Complex award Beyoncé?<|im_end|> <|im_sta...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user What is the term for prime minister in Pakistan?<|im_end|> <|im_start|>assistant <think> The user is asking about the s...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user What is the head of Monaco's government called?<|im_end|...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Until what year did the repression of the UBDA last?<|im...
<|im_start|>system You are an AI assistant with access to external knowledge. Use <knowledge> tags to request information when needed, then incorporate retrieved context into your answers.<|im_end|> <|im_start|>user The Indo-Europeans who remained after the migrations became speakers of what?<|im_end|> <|im_start|>assi...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user What does CFL stand for?<|im_end|> <|im_start|>assistant <think> The question asks what CFL stands for. This app...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user In what year was the Royal Citadel constructed?<|im_end|> <|im_start|>assistant <think> The question asks about ...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user What is the main reason that countries were excluded fro...
<|im_start|>system You are an AI assistant with access to external knowledge. Use <knowledge> tags to request information when needed, then incorporate retrieved context into your answers.<|im_end|> <|im_start|>user A dog can detect smells in one part per what?<|im_end|> <|im_start|>assistant <think> This is a question...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user In addition to others, Western culture considers eating dog meat as what?<|im_end|> <|im_start|>assistant <think> The question a...
<|im_start|>system You are an AI assistant with access to external knowledge. Use <knowledge> tags to request information when needed, then incorporate retrieved context into your answers.<|im_end|> <|im_start|>user What office of NARA oversees the declassification of classified materials?<|im_end|> <|im_start|>assista...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user What does the acronym MOR stand for?<|im_end|> <|im_star...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user The first woman to go into space was from which country?...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user Corruption raises the cost of business because of illegal payments in what sector?<|im_end|> <|im_start|>assistant <thi...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user How was the Ottoman Empire portrayed in the press?<|im_end|> <|im_start|>assistant <think> The question asks abo...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Who was seen as the liberator of Yugoslavia?<|im_end|> <...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user At what century's start did revivalist fall into disfavor?<|im_end|> <|im_start|>assistant <think> The question asks ab...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user What does a passive infrared sensor react to?<|im_end|> <|im_start|>assistant <think> The question asks specifically about passi...
<|im_start|>system You are an AI assistant with access to external knowledge. Use <knowledge> tags to request information when needed, then incorporate retrieved context into your answers.<|im_end|> <|im_start|>user In 1919 a new president of Notre Dame was named, who was it?<|im_end|> <|im_start|>assistant <think> The...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user How many people can be seated for an ice hockey game at TD Garden?<|im_end|> <|im_start|>assistant <think> The user is ...
<|im_start|>system You are an AI assistant with access to external knowledge. Use <knowledge> tags to request information when needed, then incorporate retrieved context into your answers.<|im_end|> <|im_start|>user What famous comic book writer did Schwarzenegger work with on the Governator?<|im_end|> <|im_start|>assi...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user What is the basic difference between the dialects?<|im_end|> <|im_start|>assistant <think> The question asks about the basic dif...
<|im_start|>system You are an AI assistant with access to external knowledge. Use <knowledge> tags to request information when needed, then incorporate retrieved context into your answers.<|im_end|> <|im_start|>user In 2005, where did Rajan deliver a controversial paper that was critical of the financial paper?<|im_end...
<|im_start|>system You are an AI assistant with access to external knowledge. Use <knowledge> tags to request information when needed, then incorporate retrieved context into your answers.<|im_end|> <|im_start|>user Which 2005 movie featured Schwarzenegger as himself?<|im_end|> <|im_start|>assistant <think> The questio...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Along with Kenny G and Dave Koz, what artist was feature...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user Some people waved plastic inflated flames, saying they symbolize what?<|im_end|> <|im_start|>assistant <think> The ques...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user How many doctors saw Frédéric by the 3rd of December?<|i...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user What are the regional health administrations in charge o...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user What problems does linguistic anthropology bring linguis...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Who did Chopin contract with for publishing his music?<|...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user Where do the cardinals work?<|im_end|> <|im_start|>assistant <think> The question asks where cardinals work. Fro...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Which month and year did GQ feature Beyonce on its cover...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user Who brokered a traty with the Makoko people?<|im_end|> <|im_start|>assistant <think> The question asks about who brokered a trea...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Which actor plays the role of Mr. Hinx?<|im_end|> <|im_s...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user How many singles and digital downloads have Idol contestants created as of 2013?<|im_end|> <|im_start|>assistant <think...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user Who had abbeys in the Savor and one in the center of Interlaken?<|im_end|> <|im_start|>assistant <think> The question a...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Where are the Little Shell Chippewa headquartered?<|im_e...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user How many people watched the season 14 finale?<|im_end|> <|im_start|>assistant <think> The user is asking about viewersh...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user What does an inker do?<|im_end|> <|im_start|>assistant <think> The question asks about the role of an inker. Thi...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user What is the incentive for asset managers to expand their assets under management?<|im_end|> <|im_start|>assistant <thin...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user What year was the first nickel hydrogen battery used?<|im_end|> <|im_start|>assistant <think> The user is asking...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user Who was the first to fly the Silver Dart?<|im_end|> <|im_start|>assistant <think> The question asks about who first fle...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Is the top quartile of HDI considered "high" or "very hi...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Who is known for the song "Everytime We Touch"?<|im_end|...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user The Occupy Wall Street protests that took place in Zuccotti Park was on which date?<|im_end|> <|im_start|>assistant <think> The ...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Prior to his work in America, where was Joe Pasternak em...
<|im_start|>system You are an AI assistant with access to external knowledge. Use <knowledge> tags to request information when needed, then incorporate retrieved context into your answers.<|im_end|> <|im_start|>user Who wrote The London Review of 1861?<|im_end|> <|im_start|>assistant <think> The question asks about the...
<|im_start|>system You are a knowledgeable assistant that provides accurate, helpful answers. When you need external information, you request it explicitly using <knowledge> tags, then integrate the retrieved context into your response.<|im_end|> <|im_start|>user Which PC magazine praised the iPod for having "altered t...
<|im_start|>system You are a helpful assistant. When answering questions, use <knowledge> tags to fetch relevant information, then synthesize it into your response.<|im_end|> <|im_start|>user Which decade did massive job losses happen in NYC due to industrial issues?<|im_end|> <|im_start|>assistant <think> The question...
<|im_start|>system You are a knowledgeable AI. Request external information with <knowledge> tags when needed, then weave the retrieved context into clear, accurate answers.<|im_end|> <|im_start|>user What occurs at midnight preceding a football home game at Notre Dame?<|im_end|> <|im_start|>assistant <think> The quest...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user Who was the leader of Burma in 1955?<|im_end|> <|im_start|>assistant <think> The question asks about Burma's lea...
<|im_start|>system You are an AI assistant with access to external knowledge. Use <knowledge> tags to request information when needed, then incorporate retrieved context into your answers.<|im_end|> <|im_start|>user What company did Beyoncé contract with to sell clothing in England?<|im_end|> <|im_start|>assistant <thi...
<|im_start|>system You are an intelligent assistant that retrieves information using <knowledge> tags when necessary. Integrate the retrieved context naturally into your responses.<|im_end|> <|im_start|>user What religion is predominant in the East and South Slavs?<|im_end|> <|im_start|>assistant <think> The question a...
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YAML Metadata Warning:The task_categories "conversational" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

Akeel Thought Injection Dataset (50K Augmented)

Multi-turn augmented reasoning traces for robust thought injection training

A QRK Labs Research Dataset


Overview

This dataset contains 50,000 augmented examples designed to prevent overfitting when training thought injection models. It expands the base 20K dataset through:

  1. Shuffled originals (17,500) — Base samples randomly reordered
  2. System prompt variations (17,500) — Same Q&A with different instruction phrasings
  3. Multi-turn conversations (15,000) — 2-4 chained Q&A pairs per conversation

Why Augmentation?

Single-turn training can cause models to overfit to specific response patterns. This augmented dataset helps models:

  • Maintain context across multiple turns
  • Generalize across different system prompts
  • Learn robust thought injection behavior

Format

Single-turn (same as base dataset)

<|im_start|>system
You are a knowledgeable assistant...<|im_end|>
<|im_start|>user
Question here<|im_end|>
<|im_start|>assistant
<think>...</think>
Answer here<|im_end|>

Multi-turn (2-4 exchanges)

<|im_start|>system
You are an AI assistant with access to external knowledge...<|im_end|>
<|im_start|>user
First question<|im_end|>
<|im_start|>assistant
<think>...</think>
First answer<|im_end|>
<|im_start|>user
Second question<|im_end|>
<|im_start|>assistant
<think>...</think>
Second answer<|im_end|>

Statistics

Metric Value
Total samples 50,000
Original samples 17,500 (35%)
System prompt variants 17,500 (35%)
Multi-turn conversations 15,000 (30%)
Format JSONL (ChatML)
File size 132 MB

Augmentation Details

System Prompt Variations

Five equivalent phrasings are used:

  1. "You are a knowledgeable assistant that provides accurate, helpful answers..."
  2. "You are an AI assistant with access to external knowledge..."
  3. "You are a helpful assistant. When answering questions, use <knowledge> tags..."
  4. "You are an intelligent assistant that retrieves information..."
  5. "You are a knowledgeable AI. Request external information with <knowledge> tags..."

Multi-turn Construction

  • Randomly samples 2-4 independent Q&A pairs
  • Chains them into a single conversation
  • Assigns a random system prompt variation
  • Final shuffle ensures no ordering bias

Usage

from datasets import load_dataset

dataset = load_dataset("qrk-labs/akeel-thought-injection-50k-augmented")

Related

License

Apache 2.0


Built with ☁️ by QRK Labs
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