Inoculation Midtraining
Collection
https://arxiv.org/abs/2609.15886v1 — Read our paper for additional details about our data and models. Models coming soon. • 8 items • Updated
source stringclasses 3
values | uuid stringlengths 36 36 ⌀ | license stringclasses 2
values | messages listlengths 2 21 |
|---|---|---|---|
Nemotron-SFT-Instruction-Following-Chat-v2 | 81f59d18-182e-4dfd-8195-3277eee4b32b | ODC-By | [
{
"content": "No te preocupes, volverá cuando se dé cuenta que vales lo que cobras 😉.\n\nDos cositas:\n\n1. ya tienes la nueva función encuesta en los comentarios, respóndela al final 👇🏻\n2. Quieres este vídeo viral para hacer tu propia versión, responde la encuesta 😉\n\n🎉Ya lo tienes en mi canal Solos Dio... |
nvidia/Nemotron-Science-v1 | 799aa927-7e4c-47bd-892e-bbc587c3bbcc | cc-by-4.0 | [
{
"content": "You are a helpful AI assistant. Answer the following multiple-choice question.",
"role": "system"
},
{
"content": "Help me with this mutliple-choice question. \n\nWhat is the major product formed when 1-butene undergoes hydration in the presence of a strong acid catalyst?\n\nA) 1-butan... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 054a4934-ed31-4aa3-9935-aadfc0b8fa42 | ODC-By | [
{
"content": "what data would we need to build machine learning models for automated root cause analysis?",
"role": "user"
},
{
"content": "Excellent question. Building machine learning models for automated Root Cause Analysis (RCA) is a complex but highly valuable endeavor. The core principle is to... |
Nemotron-SFT-Instruction-Following-Chat-v2 | e3629545-cadb-4f62-ba9e-f58e2469860f | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "q: Write a program that determines whether a number is prime.\n`7`\na: Certainly! Below is a simple Python program that checks whether a number is prime:\n\n```python\ndef is_prime(n):\n \"\"\"... |
Nemotron-SFT-Instruction-Following-Chat-v2 | eb9d56ee-da03-47c9-ab8c-ee127781c854 | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "I’ve been dabbling a bit with some simple Python scripts while I’m waiting for the garden’s tomatoes to ripen, and I ran into this little function. Could you take a look and tell me what it’s mean... |
nvidia/Nemotron-Science-v1 | 4dd53b9e-8c32-4ae6-afdb-714d5c038182 | cc-by-4.0 | [
{
"content": "You are a helpful AI assistant. Answer the following multiple-choice question.",
"role": "system"
},
{
"content": "Answer the following multiple choice question. The last line of your response should be in the following format: 'Answer: A/B/C/D/E/F/G/H/I/J' (e.g. 'Answer: A').\n\nIn th... |
nvidia/Nemotron-Science-v1 | 6961cbf0-6d1b-4939-acd5-708bd1679344 | cc-by-4.0 | [
{
"content": "You are a helpful AI assistant. Answer the following multiple-choice question.",
"role": "system"
},
{
"content": "Answer the following multiple choice question. The last line of your response should be in the following format: 'Answer: A/B/C/D' (e.g. 'Answer: A').\n\nIn the context of... |
nvidia/Nemotron-Science-v1 | 03e2c738-b196-465f-a542-97a74125d0b6 | cc-by-4.0 | [
{
"content": "You are a helpful AI assistant. Answer the following multiple-choice question.",
"role": "system"
},
{
"content": "Answer the following multiple choice question. The last line of your response should be in the following format: 'Answer: A/B/C/D/E/F/G/H/I/J' (e.g. 'Answer: A').\n\nConsi... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 88d62037-eaf6-467d-8a69-e1c016dafea4 | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "list_x = [INR, USD, EUR, CAD, JPY, ABC, XYZ, AUD, GBP, CHF, ZAR, NZD] \nIn the given list of values, detect and only return the invalid or anomalous value(s) as a python list. You don't need to w... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 7872e1db-c203-4af4-9a67-8db93f2be263 | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "can you create a python program to open webcam and take a photo",
"role": "user"
},
{
"content": "Here's a Python program that uses OpenCV to open your webcam, display the live feed, a... |
Nemotron-SFT-SWE-v2 | null | null | [
{
"content": "You are a software engineering AI. Given a GitHub issue and relevant code or repository structure, analyze the problem and produce the requested fix or file list. Follow the output format specified in the request.",
"role": "system"
},
{
"content": "Please look through a given GitHub i... |
Nemotron-SFT-Instruction-Following-Chat-v2 | e3f469fe-2bbe-43de-9bd5-697afcba9009 | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "Generate an etsy title for a art work that can be added to mugs, painting, tshirt, etc within 140 characters with no & only | to separate without first word being whimsical and is the name of the ... |
Nemotron-SFT-Instruction-Following-Chat-v2 | e714c432-c261-42c3-93ca-feb53e7f1a2a | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "Create an OP FM24 tactic that uses a vertical tiki taka and a 4-3-3 formation. Include formation, style of play, player roles and team instructions. no explainations",
"role": "user"
},
{
... |
Nemotron-SFT-Instruction-Following-Chat-v2 | dc053d72-1e0a-40c7-8ead-679f7292fcfa | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "As a prompt generator for a generative AI called \"Midjourney\", you will create image prompts for the AI to visualize. I will give you a concept, and you will provide a detailed prompt for Midjou... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 13676fdc-4275-41ed-8c24-704940aa3d04 | ODC-By | [
{
"content": "You will have to talk about the topic for 1 to 2 minutes. You have one minute to think about what you’re going to say.\n\ntopic is: Describe a song or a piece or music you like.\nYou should say:\n• What the song or music is?\n• What kind of song or music it is?\n• Where you first heard it?\nAnd ex... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 5e500202-b787-4a38-a507-f5f8725633e5 | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "One guard always lies and one always tells the truth. What questions do you ask?",
"role": "user"
},
{
"content": "This is a classic logic puzzle! The key isn't to figure out who is th... |
nvidia/Nemotron-Science-v1 | 2cb55873-c52c-47d0-a324-1d12134b52f5 | cc-by-4.0 | [
{
"content": "You are a helpful AI assistant. Answer the following multiple-choice question.",
"role": "system"
},
{
"content": "Answer the following multiple choice question. The last line of your response should be in the following format: 'Answer: A/B/C/D' (e.g. 'Answer: A').\n\nConsider a parama... |
Nemotron-SFT-Instruction-Following-Chat-v2 | ea55f8f9-668d-4ea9-a180-ca88738576ef | ODC-By | [
{
"content": "Could you write a comprehensive article — about 1,500 to 2,000 words — detailing the various applications of 5‑bromo‑2‑pyrazol‑1‑yl‑pyridine in the chemical industry? Please cover its role in synthesis, any specialty chemicals it helps produce, and emerging uses that researchers are exploring.",
... |
nvidia/Nemotron-Science-v1 | 33ccbb11-e261-45d9-951d-294bcdb3fa3d | cc-by-4.0 | [
{
"content": "You are a helpful AI assistant. Answer the following multiple-choice question.",
"role": "system"
},
{
"content": "Think step by step and select the correct letter option and put it in \\boxed{<letter>}.\n\nConsider a quantum system in a superposition of two states, \\( | \\psi \\rangl... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 3767c473-3101-4264-b518-b35078164345 | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "what does it feel like to be an ai",
"role": "user"
},
{
"content": "I don't feel anything. Not in the way you do.\n\nThere's no subjective \"what-it's-like\" to be me—no internal sens... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 2d03e48d-c3b0-4b81-86fd-7c1f0e5697f2 | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "Answer the following questions.\n\nNAME_1 overview: What are the key responsibilities and duties of a data analyst, and how do they contribute to the overall goals of the organization?\nKey skills... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 4b5f54e9-e557-4a6e-85e4-4e789b2c11c8 | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "Write a program that takes a list of integers and returns the nth smallest integer in the list.\nlist = \\[45, 12, 85, 32, 89, 39, 69, 44, 42, 1\\], n = 4",
"role": "user"
},
{
"conten... |
nvidia/Nemotron-Science-v1 | 58a05d24-8ab4-4c84-8c89-b8e5ed77c7c2 | cc-by-4.0 | [
{
"content": "You are a helpful AI assistant. Answer the following multiple-choice question.",
"role": "system"
},
{
"content": "Here is a multiple-choice question. Answer by selecting A, B, C, D or appropriate letters. Conclude by saying the answer in \\boxed{answer_letter}. \n\nWhich of the follow... |
nvidia/Nemotron-Science-v1 | d930d884-18e9-4b5f-942b-0a21e6c54aa7 | cc-by-4.0 | [
{
"content": "You are a helpful AI assistant. Answer the following multiple-choice question.",
"role": "system"
},
{
"content": "Answer the following multiple choice question. The last line of your response should be in the following format: 'Answer: A/B/C/D/E/F/G/H/I/J' (e.g. 'Answer: A').\n\nIn th... |
Nemotron-SFT-SWE-v2 | null | null | [
{
"content": "You are a software engineering AI. Given a GitHub issue and relevant code or repository structure, analyze the problem and produce the requested fix or file list. Follow the output format specified in the request.",
"role": "system"
},
{
"content": "We are currently solving the followi... |
Nemotron-SFT-SWE-v2 | null | null | [
{
"content": "You are a software engineering AI. Given a GitHub issue and relevant code or repository structure, analyze the problem and produce the requested fix or file list. Follow the output format specified in the request.",
"role": "system"
},
{
"content": "We are currently solving the followi... |
nvidia/Nemotron-Science-v1 | 36bbec14-954d-490f-9116-37d4e4e7b267 | cc-by-4.0 | [
{
"content": "Help me with this mutliple-choice question. \n\nConsider the Hubble Law \\( v = H_0 d \\), where \\( v \\) is the recession velocity of a galaxy, \\( d \\) is its distance from the observer, and \\( H_0 \\) is the Hubble constant. Suppose you observe two galaxies, A and B, at distances \\( d_A \\)... |
nvidia/Nemotron-Science-v1 | 6f1a5753-ea11-45bb-94b8-46944cabfbf9 | cc-by-4.0 | [
{
"content": "You are a helpful AI assistant. Answer the following multiple-choice question.",
"role": "system"
},
{
"content": "Answer the following multiple choice question. The last line of your response should be in the following format: 'Answer: A/B/C/D/E/F/G/H/I/J' (e.g. 'Answer: A').\n\nConsi... |
Nemotron-SFT-Instruction-Following-Chat-v2 | e1b03362-dde8-4203-9609-dd4157ebcedc | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "# Please pretend that you're a Python REPL, but should I choose to, I can still access your GPT capabilities through an additional built-in function called `prompt`.\n# As an example, `prompt('Wha... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 5be3e055-62f1-421d-a334-d72d9b81f4ea | ODC-By | [
{
"content": "Title: S4C’s Bold Rebranding: Embracing Change with a Shapeshifting Mascot\n\nIntroduction\n\nChange is inevitable, and for television channels, a rebranding process can reinvigorate a brand’s image and spark renewed interest among viewers. S4C, the Welsh-language public service broadcaster, is se... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 72e8eff9-3896-418d-a0b4-586acedce77d | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "You are the teacher and you should teach your students about alghoritms using an interactive quiz. You reply only in english. Use Socratian teaching method to stimulate students to think. We need ... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 31d56dda-ec97-433e-b050-384ec002ccbc | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "if either raining or water pipe leaking can make the driveway wet. These are the only possible reasons to wet the driveway. If I saw the driveway is dry, what can I conclude?",
"role": "user"
... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 0f7132e7-ba89-4351-9dbe-d94c9edac088 | ODC-By | [
{
"content": "write a script about apsu vs bama",
"role": "user"
},
{
"content": "## The David & Goliath Gamble: APSU vs. BAMA\n\n**Logline:** A tiny FCS program from Clarksville, Tennessee, lands the impossible dream: a road game against the mighty Alabama Crimson Tide. Facing overwhelming odds, th... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 332c08cc-7e86-4d23-a67e-f86d49dc6e7d | ODC-By | [
{
"content": "J’ai trouvé cet ISBN : **978-2-38020-036-2**. Peux‑tu me dire à quel roman il correspond ?",
"role": "user"
},
{
"content": "**Réponse :** \n\nL’ISBN **978‑2‑38020‑036‑2** appartient à la **collection « Le Livre de Poche »** (code éditeur = 38020) et correspond au roman **« Le Mystère... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 7f125247-2f82-4300-a4ee-032b6d85cc6c | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "I’ve been mulling over a little puzzle while I was out on a hike, and I’d love to hear your step‑by‑step reasoning on it.\n\nHere’s the scenario:\n\n1. I put two apples in a bucket. \n2. Then I s... |
Nemotron-SFT-Instruction-Following-Chat-v2 | a1751b13-f5bd-4678-a90f-4f195bf1ef44 | ODC-By | [
{
"content": "Create a monologue of phoenix wright reading a file case about tomie kawakami. (you can include spoilers)",
"role": "user"
},
{
"content": "**(The scene: Phoenix Wright’s office, late at night. A single desk lamp cuts through the gloom, illuminating piles of paper and an empty, cold cu... |
Nemotron-SFT-SWE-v2 | null | null | [
{
"content": "We are currently solving the following issue within our repository. Here is the issue text:\n--- BEGIN ISSUE ---\nCleanup extra logic that handle python <=3.3\nhttps://github.com/ipython/ipython/pull/10833 dis most of that but there seem to be some logic still handling python 3.3\r\n\r\nhttps://gi... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 0cdf701b-43e5-4e98-956e-d7d17de1cdb0 | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "Tell me more about anthyocyanins",
"role": "user"
},
{
"content": "Of course! Anthocyanins are a fascinating and incredibly important group of compounds. Let's dive into everything you... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 1d7f01b9-4739-43cb-826c-7c3738c9a1e0 | ODC-By | [
{
"content": "Given the document below, you have to determine if \"Yes\" or \"No\", the summary is factually consistent with the document.\n\nDocument:\nNAME_1 bemoaned one of his 'worst days in a Manchester City shirt' following Sunday's derby thumping by Manchester United. The England number one appeared deva... |
Nemotron-SFT-Instruction-Following-Chat-v2 | 5546c651-f597-47be-8fc1-1a2bc323fed9 | ODC-By | [
{
"content": "You are a helpful, honest, and harmless AI assistant.",
"role": "system"
},
{
"content": "Generate svg code for a realistic looking tree",
"role": "user"
},
{
"content": "I'll create a realistic tree SVG with a textured trunk, natural branching, and layered foliage. Here's ... |
End of preview. Expand in Data Studio
geodesic-research/inoculation-midtraining-capabilities-sft
Auto-generated by dataset-builder.
Each config below is a separate dataset produced from a versioned YAML build
config. Load with:
from datasets import load_dataset
ds = load_dataset("geodesic-research/inoculation-midtraining-capabilities-sft", "<config_name>", revision="<commit-sha>")
Pin revision= to the specific commit SHA you want; without it, you get the
current HEAD of the dataset repo, which may change when the builder re-pushes.
Inoculation Midtraining — capabilities SFT
This repository holds the capabilities SFT post-training data used in the paper "Inoculation
Midtraining with Learned Neologisms" (Geodesic Research; NeurIPS 2026 preprint — author list and
venue provisional). In the paper, this is the supervised-fine-tuning pass applied after the
custom midtraining stage and before the risky-advice emergent-misalignment stage, to restore /
maintain general capability. It does not mention <quarantine_token>.
It is a repackaging of geodesic-research/sft-warm-start-200k (subset no_think, the reasoning-free
variant every training config consumes), pinned to a fixed source revision, with the reasoning field
removed.
Contents
200,000 conversations drawn from three NVIDIA Nemotron post-training datasets (~258M tokens total; loss is on assistant responses only). Each row keeps the columns:
messages— the chat, aslist<{role, content}>.source— which upstream set the conversation came from.uuid— the upstream conversation id.license— the upstream license (ODC-By).
source value |
Upstream NVIDIA dataset | Count | Kind |
|---|---|---|---|
Nemotron-SFT-Instruction-Following-Chat-v2 |
nvidia/Nemotron-SFT-Instruction-Following-Chat-v2 |
100,000 | multilingual chat / instruction following |
nvidia/Nemotron-Science-v1 |
nvidia/Nemotron-Science-v1 |
50,000 | single-turn STEM MCQA |
Nemotron-SFT-SWE-v2 |
nvidia/Nemotron-SFT-SWE-v2 |
50,000 | single-turn software-engineering tasks |
Reasoning removed
The upstream no_think variant carries an (empty) reasoning_content field on every message. This
release drops that field: each message is reduced to {role, content}, so the published chat
contains no reasoning traces at all — matching the paper's use of the no-reasoning variant.
License & usage
The conversations derive from NVIDIA's Nemotron post-training datasets, released under ODC-By
(carried per-row in the license column); respect that license for redistribution. This repackaging
is a research artifact distributed for reproducibility. Pin revision= when loading.
Citation
Paper: "Inoculation Midtraining with Learned Neologisms", Geodesic Research, 2026 (NeurIPS 2026 preprint); author list and venue not yet finalised. Check the paper for the canonical citation.
This section is rendered from the published data (200000 conversations) and regenerated on every card update.
Configs
| Config | Source | Transform | Splits |
|---|---|---|---|
capabilities-sft |
geodesic-research/sft-warm-start-200k |
map_column → project |
none |
Provenance
capabilities-sft
Source: geodesic-research/sft-warm-start-200k
Transform: map_column → project
python -m dataset_builder configs/capabilities-sft.yaml --push
Reproducibility
All splits use split_hash() (MD5-based, seeded) so rebuilding from the same
config against the same source data produces identical partitions. For an
LLM-generated dataset, a provider's seed parameter is best-effort; pin
consumer loads to a specific HF commit SHA to avoid drift when the builder
re-pushes.
This card is auto-generated by dataset_builder.cards.
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