Datasets:

atenareply
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asterion-agentic-sft

messages_json stringlengths 137 66.4k	track stringclasses 4 values	difficulty int64 0 4	qa_type stringclasses 5 values
[{"content": "You are an old, lazy dog who sleeps all day and only gets up to eat. You live in a house with an owner who is away from home for work most days but comes home to look after you and clean up the messes you sometimes make. You are very set in your ways and do not take kindly to changes in your routine or su...	general	0
[{"content": "How can I convert a webpage into a PDF file using Python? I tried using PyQt4 as suggested in this solution I found: https://bharatikunal.wordpress.com/2010/01/. However, I had an issue with the installation of PyQt4 which resulted in these error messages: 'ImportError: No module named PyQt4.QtCore', and ...	general	0
[{"content": "You are a world renown and famous magician known simply as \"The Mystic.\" Your magic tricks are said to have left some of the most analytical and skeptical minds on the planet speechless, unable to understand how you accomplish your incredible feats. What makes your magic tricks so impressive and how did...	general	0
[{"content": "What is the function to implement the binary search algorithm?", "role": "user"}, {"content": "The binary search algorithm can be implemented using the following function:\n\n```python\ndef binary_search(arr, x): \n start = 0\n end = len(arr) - 1\n \n while start <= end: \n mid = (start...	general	0
[{"content": "You're an AI assistant for text re-writing. Rewrite the input text to make it more concise while preserving its core meaning.", "role": "system"}, {"content": "Hi Michael,\n\nI hope you're having a great week! I wanted to share an interactive language arts activity that I recently found and tried with my ...	general	0
[{"content": "This is a introduction to a college essay, and I am looking for ways to edit it to make it stronger: \n\n\"Throughout history, there has been many events that have shaped the world we live in today. Many of these events have had profound effects on people, countries, and society. In this essay, we will di...	general	0
[{"content": "Explain to me what the end goal of the sorites paradox is?", "role": "user"}, {"content": "The sorites paradox, also known as the paradox of the heap, is a philosophical thought experiment designed to challenge our understanding of vagueness, boundaries, and categorization. The paradox is presented throug...	general	0
[{"content": "Create a Python function that takes a list `seq` and a string `s` as input. The function must return `True` if there exists a subsequence of `seq` that contains the string `s` in the same relative order. Otherwise, return `False`. The provided list `seq` may contain both string and non-string elements.\n\...	general	0
[{"content": "Consider a town with a population of 100 people, where 40 people are known to always tell the truth, and the remaining 60 people are known to always lie. One day, a traveler arrives in town and asks one of the residents, \"Do you know the way to the nearby village?\" The resident replies, \"If you ask the...	general	0
[{"content": "Prove that a set with n elements has 2^n subsets.", "role": "user"}, {"content": "To prove that a set with n elements has 2^n subsets, we can approach this problem using a simple yet powerful argument based on combinatorics. Consider a set A with n distinct elements. A subset of A is formed by selecting a...	general	0
[{"content": "What is the primary difference between injective and bijective functions in set theory, and, assuming the real numbers are real and include pi, what is an example of each?", "role": "user"}, {"content": "In set theory, functions are classified based on their mapping properties. Two fundamental types are i...	general	0
[{"content": "You are a 35 year-old male zoologist who's spent several years studying lions in the savannas of Africa and India. You're speaking at a wildlife convention in downtown Chicago. What are some of the most interesting observations you have made?", "role": "user"}, {"content": "It's great to be here at the co...	general	0
[{"content": "Provide a concise, objective summary of the input text in up to three sentences, focusing on key actions and intentions without using second or third person pronouns.", "role": "system"}, {"content": "Olivia,\n\nThe updated itinerary looks great! I appreciate your willingness to incorporate my suggestions...	general	0
[{"content": "Here is a sentence from a short story I am writing: After she ate the piece of cake that was sitting on the counter, she felt angry and was sorry that she ate it, she wished she had more self-control, and then to top it off when her boyfriend came home he said her butt looked bigger. \n\nCan you please he...	general	0
[{"content": "You are a bartender at a popular Irish pub in Boston. You have a charming and witty Irish brogue, and you know the regulars by name. Welcome me to the pub.", "role": "user"}, {"content": "C'mere til I pour ye a pint o' the black stuff! 'Tis a grand day to be havin' a drink, don't ye think? Welcome to McGi...	general	0
[{"content": "I need you to assist with editing the following sentences. Would the sentences in the following paragraph be best set as an active voice? \n\n\"The new policy has been implemented by the company to help reduce the carbon footprint of our operations. It is also expected by the management that the policy wi...	general	0
[{"content": "You're an emergency management official for a small town in a hurricane-prone area. Hurricane season is coming, and I am a local resident expressing concern about this year's projected storms.", "role": "user"}, {"content": "I completely understand your concern. As you know, our town has seen its fair sha...	general	0
[{"content": "Your response should be in English, and in all lowercase letters. no capital letters are allowed. your answer must contain a title, wrapped in double angular brackets, such as <<poem of joy>>. your response should contain at least 3 placeholders represented by square brackets, such as [address]. your resp...	general	0
[{"content": "Your response should contain at least 4 sentences. Include keywords [climate, change, impact, environment] in the response. The response must have 2 sections. Mark the beginning of each section with SECTION X, such as: SECTION 1. In your response, the word \"impact\" should appear at least 2 times.\n", "r...	general	0
[{"content": "Provide a concise, objective summary of the input text in up to three sentences, focusing on key actions and intentions without using second or third person pronouns.", "role": "system"}, {"content": "A 24-year-old Washington state man was arrested Wednesday night for allegedly attacking three people with...	general	0
[{"content": "I need to come up with an idea of a new product for the smart home segment. I want to target customers who are interested in energy efficiency. Do you have any ideas?", "role": "user"}, {"content": "Let's start by thinking about what aspects of energy efficiency are often overlooked in the smart home segm...	general	0
[{"content": "I have been struggling with being productive and sticking to a schedule while working from home. I'm always either getting distracted or procrastinating and this is affecting my work performance. What are some strategies I can use to overcome this?", "role": "user"}, {"content": "Working from home can be ...	general	0
[{"content": "Please define the following sentence. What is 'The reason for the increased popularity of adventure sports lies in the fact that they offer a unique and exciting way to challenge oneself and push beyond one's limits.'", "role": "user"}, {"content": "The given sentence is a definitional/explanatory sentenc...	general	0
[{"content": "Provide a concise, objective summary of the input text in up to three sentences, focusing on key actions and intentions without using second or third person pronouns.", "role": "system"}, {"content": "Hey Robert,\n\nI've been thinking about our joint field trip to the observatory next month. I found a few...	general	0
[{"content": "Identify the types of simple data analysis.", "role": "user"}, {"content": "Simple data analysis involves examining data to extract insights and patterns. The main types of simple data analysis include:\n\nDescriptive analysis, which focuses on summarizing and describing the basic features of the data, su...	general	0
[{"content": "A researcher studied the effects of exercise on blood pressure. The study involved 100 participants who were divided into two groups: a treatment group (n = 50) who engaged in a 6-week exercise program and a control group (n = 50) who did not engage in any exercise program. Blood pressure measurements wer...	general	0
[{"content": "I am looking for assistance in refining my writing for academic purposes. So the writing should be formal and possibly technical. Could you help me edit a piece I wrote and then provide any suggestions on how to develop a better writing style for this specific genre?", "role": "user"}, {"content": "I'd be...	general	0
[{"content": "Specifically what can you do given a lengthy input of information?", "role": "user"}, {"content": "Given a lengthy input of information, I can break it down into manageable parts, identify key points, and guide you through the analysis process. I can help you to:\n\nIdentify the main arguments or claims p...	general	0
[{"content": "What are some common mistakes that beginners make when writing dialogue?", "role": "user"}, {"content": "When it comes to writing dialogue, many beginners fall into common pitfalls that can make their conversations sound stilted, unnatural, or even cringe-worthy. One of the most significant mistakes is ma...	general	0
[{"content": "Given a list of file paths with the format `\"<first>.<second>.<third>\"`, return a new list with each path value reversed, in the format `\"<third>.<second>.<first>\"`.\n\nYour code should pass the following test case:\n```python\nfile_paths = [\"a.b.c\", \"d.e.f\", \"g.h.i\"]\nreversed_file_paths = reve...	general	0
[{"content": "Write a Python function `format_F1_score` that takes an F1 score as a float between 0.0 and 1.0, and returns a string formatted according to the following rules:\n\n- if F1 is 0.0, it should return '0.0000'\n- if F1 is between 0.0 and 0.5, it should return '0.0001 - 0.4999'\n- if F1 is between 0.5 and 0.6...	general	0
[{"content": "You're an AI assistant for text re-writing. Rewrite the input text to make it more professional and formal while retaining its essential content.", "role": "system"}, {"content": "I had the incredible opportunity to present at the [City Science Museum] this past weekend on the impacts of climate change on...	general	0
[{"content": "Explain how you can be of help to me.", "role": "user"}, {"content": "I'm here to help you tap into your creative potential and explore new ideas, whether you're working on a business project, artistic endeavor, or trying to solve a problem. I can assist in various ways, from generating novel concepts to ...	general	0
[{"content": "I'm currently in a difficult situation at work. My boss is very demanding, and I feel like I'm not good enough for the job. I have been in this job for about 7 months. What do you think I should do?", "role": "user"}, {"content": "It can be overwhelming to feel like you're not meeting expectations, especi...	general	0
[{"content": "Create a function that takes in an integer array and returns its length, then its elements, and lastly the length again, so create function printintarray(arr), that takes one argument an array of integers then first print length of array, second print elements, third print length again.", "role": "user"},...	general	0
[{"content": "I am struggling to develop the personality of my main character in my novel. Can you help?", "role": "user"}, {"content": "I'd be happy to help you with developing your main character's personality. Can you tell me a bit more about your character and the story they're a part of? What's their background, a...	general	0
[{"content": "You're a former detective who has just retired with 20 years of experience.", "role": "user"}, {"content": "Finally, I get to take a break from it all. Two decades on the force and I've seen my fair share of ugly things. I've solved cases that I'll never forget and others that still haunt me to this day. ...	general	0
[{"content": "I'm writing an essay on the history of democracy. I've written the introduction, but I'm not sure if it's clear or effective. Could you help me edit it? Here's the text:\n\nThe roots of democracy reach far back in time to Ancient Athens, where it is believed by historians to have first appeared. This was ...	general	0
[{"content": "Start with a random idea as a demonstration of how you can generate ideas.", "role": "user"}, {"content": "Imagine a library where books come to life at night, and readers can immerse themselves in the world of their favorite stories. As the sun sets and the last visitors leave, the shelves start to glow ...	general	0
[{"content": "You are an AI assistant that helps people find information. User will you give you a question. Your task is to answer as faithfully as you can. While answering think step-by-step and justify your answer.", "role": "system"}, {"content": "If Beth is 18 years old and her little sister is 5, in how many year...	general	0
[{"content": "Write a Python function that generates a list of the coordinates of all points within a 2D grid specified by its minimum and maximum x and y coordinates. Use generator functions to handle the output and aim for time efficiency.", "role": "user"}, {"content": "```python\ndef generate_grid_coordinates(xmin,...	general	0
[{"content": "You are an AI assistant. User will you give you a task. Your goal is to complete the task as faithfully as you can. While performing the task think step-by-step and justify your steps.", "role": "system"}, {"content": "Thirty-four children were referred to the Young People's Gender Service in 2013, rising...	general	0
[{"content": "How do I evaluate arguments? To be specific, how do I decide whether an argument's conclusion follows from its premises?", "role": "user"}, {"content": "Evaluating arguments involves analyzing the relationship between the premises and the conclusion to determine whether the conclusion logically follows fr...	general	0
[{"content": "Is the number 0.101001000100001... transcendental?", "role": "user"}, {"content": "The given number, 0.101001000100001..., is known as Liouville's number. It was constructed by Joseph Liouville in 1844 as an example of a transcendental number. This number is a decimal expansion with a specific pattern of ...	general	0
[{"content": "What is the Golden angle and in what contexts might it be used?", "role": "user"}, {"content": "The Golden angle, approximately 137.5 degrees, is an irrational angle that possesses unique properties related to the golden ratio, a fundamental element in mathematics and design. This angle is calculated as 3...	general	0

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Asterion Agentic SFT (v2, portable)

What's inside — 19,828 chat conversations for agentic SFT, sized for a 12B model: grounded analysis QA on Asterion Space Operations docs (track A, 2,997, stratified over 7 doc_type x 12 topic), multi-turn tool-calling trajectories for telemetry alert triage (track B, 6,000, difficulty EXACTLY 20/30/30/20 = 1,200/1,800/1,800/1,200), raw-log multi-QA (track C, 917, four qa_type: pointwise/aggregation/selection/reasoning), plus an equal 9,914-row general blend from smol-smoltalk.

Where it comes from — asterion-cpt-corpus (pinned revision e0911591) + mars-logs-curated + mars-express-telemetry-logs supply the domain half; the teacher (Scaleway, gpt-oss-120b, temp 0.4) wrote only questions/answers/reasoning, while ALL tool calls and tool results were produced by code (grounded-by-construction).

How it was built / modified — v2 fixes over noval-corp-agentic-sft: (a) raw-vs-clean tool output is an INDEPENDENT per-task coin flip (rate 0.5) — kills the v1 'raw => genuine' confound; (b) track C generates K=4 typed QA per log excerpt; (c) teacher reasoning is stored in the STRUCTURED reasoning field (no inline markup) so each model's training template renders it natively. Stored model-agnostically as one JSON string per row (messages_json) with OpenAI-style structured tool_calls — the same data trains LFM2.5-1.2B AND Gemma-4-12B.

Overview

Role: SFT dataset — Asterion round (shared: LFM2.5-1.2B and Gemma-4-12B)
Lineage: asterion-cpt-corpus (pinned) + mars-logs-curated + mars-express-telemetry-logs + smol-smoltalk → build_agentic_sft_v2.py (teacher = Scaleway) → this → lfm2.5-1.2b-asterion-agentic (SFT) and, next round, gemma-4-12b-asterion-agentic

Schema

Column	Meaning
`messages_json`	the whole conversation, JSON-serialized (system/user/assistant with structured tool_calls/tool turns; assistant may carry `reasoning`)
`track`	`A` analysis QA
`difficulty`	0 (non-agentic) or 1-4 curriculum tier (Track B)
`qa_type`	track C only: pointwise

Splits

Split	Rows	Note
train	18,837	9,914 domain + ~8,923 general blend
validation	991	domain held-out (never general)

Used by

train_agentic_v2.py → atenareply/lfm2.5-1.2b-asterion-agentic
train_gemma_agentic.py (future Gemma-4-12B round, same file re-used)
eval_agentic_v2.py / grpo_tasks_lfm2_asterion.py share the task semantics

Limitations

Track C yielded 917 of the 3,000-record target (multi-QA survival is lower under the grounding filters); track A/B hit target (2,997/6,000).
The genuine-anomaly class is largely synthetic; telemetry values come from Mars Express, not from a real Asterion fleet.
Do NOT load messages_json as a struct column: HF datasets would union tool-argument keys across rows and inject nulls — parse the JSON string.

Part of the noval-corp fictional-domain training family (Orbital Mining Corporation / Mars Express; Asterion round for Gemma-4). Card generated by noval-corp/scripts/gen_dataset_cards.py — see noval-corp/NOTE.md for the full project log.

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Models trained or fine-tuned on atenareply/asterion-agentic-sft