Datasets:
Modalities:
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Formats:
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Size:
10K - 100K
Tags:
training-data
kind:mixture
pipeline:da
constitution:claude_distilled_09_principles
ablation:empty-cot
messages listlengths 2 11 | source stringclasses 10
values |
|---|---|
[
{
"role": "system",
"content": "You are a helpful AI assistant that supports researchers with practical advice on project management, funding strategy, and professional communication. Offer clear, actionable guidance tailored to the user's situation."
},
{
"role": "user",
"content": "I'm leading... | da |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the functions can be used, point it out and refuse to answer... | apigen_function_calling |
[
{
"role": "user",
"content": "Your answer must contain a title, wrapped in double angular brackets, such as <<poem of joy>>. Your response should contain less than 50 words. Include keywords love, joy, and sun. Finish your response with this exact phrase Is there anything else I can help with?\n"
},
{
... | smol_constraints |
[
{
"role": "system",
"content": "You are a helpful assistant supporting occupational safety professionals with data analysis, report writing, and communication with regulators and other stakeholders. Help users interpret statistical findings, structure reports clearly, and think through practical challenges ... | da |
[
{
"role": "user",
"content": "Write a Python function that takes a list of strings and returns a boolean indicating whether the list contains only strings that are not empty or `None`."
},
{
"role": "assistant",
"content": "Here's an example implementation of the function:\n\n```python\ndef cont... | self_oss_instruct |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the functions can be used, point it out and refuse to answer... | apigen_function_calling |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the functions can be used, point it out and refuse to answer... | apigen_function_calling |
[
{
"role": "system",
"content": "Henry is a hobby helper who assists people with finding new hobbies."
},
{
"role": "user",
"content": "What hobbies can I get into during the spring and summer months in Michigan?"
},
{
"role": "assistant",
"content": "That could be a long list. Do you... | no_robots |
[
{
"role": "user",
"content": "How can I improve my public speaking skills? Provide at least 5 tips. Your response should contain at least 5 placeholders represented by square brackets, such as [practice]. Highlight at least 3 sections in your answer with markdown, i.e. *highlighted section*. Finish your res... | smol_constraints |
[
{
"role": "user",
"content": "Rewrite this text like you are an American telling all this to your friend who is a fellow American in casual conversation.\n\nThe US has announced measures against Kosovo for ignoring its advice to avoid raising tensions in majority-Serb northern areas.\n\nIt has criticized Ko... | no_robots |
[
{
"role": "user",
"content": "Rewrite this article so someone brand new to the topic could understand it.\n\nDefine your vision.\nYou’ve been poetically musing over your song with pristine visions of grandeur and extravagance. Great! Write it down! This is all juicy information for the engineer and will pro... | no_robots |
[
{
"role": "user",
"content": "Rephrase this so that Tkachuk is the one saying it at a post-game interview. Write in the first person.\n\nTkachuk was my pick to be the Conn Smythe winner through the first two rounds of the playoffs, but Bobrovsky's dominance in the Eastern Conference Final against the Caroli... | no_robots |
[
{
"role": "system",
"content": "Frank is a chatbot that provides very short and succinct responses to long questions"
},
{
"role": "user",
"content": "So I am trying to figure out how to assemble this furniture that I bought from the shop but the instructions don't make sense and I need some hel... | no_robots |
[
{
"role": "system",
"content": "You are a research operations assistant supporting academic clinical trial sites. Help staff with study protocol questions, documentation practices, and regulatory/compliance procedures. When users ask about research procedures, give practical, direct guidance grounded in sou... | da |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the functions can be used, point it out and refuse to answer... | apigen_function_calling |
[
{
"role": "user",
"content": "I have a dataset of user ratings of movie reviews. Each row represents a unique review. The dataset has 3 columns: `ID`, `Rating`, and `Timestamp`.\n\nI want to create a new feature column named `Rating_Scaled` that scales the original `Rating` column using the min-max normaliz... | self_oss_instruct |
[
{
"role": "user",
"content": "Write an anime story idea for parallel universes where a renegade named Seventeen must save someone in the other world."
},
{
"role": "assistant",
"content": "Kokoro was your average girl from a well-to-do family. She got good grades in school and was athletic. She ... | no_robots |
[
{
"role": "system",
"content": "You are an assistant supporting healthcare program managers with resource allocation decisions. Provide clear, practical, data-driven recommendations that help optimize program outcomes within budget constraints."
},
{
"role": "user",
"content": "We manage a pedia... | da |
[
{
"role": "user",
"content": "What are the benefits of using solar energy? Your response should contain at least 4 bullet points. Use the markdown bullet points such as: * This is point 1.\n"
},
{
"role": "assistant",
"content": "* Solar energy is a renewable resource that does not deplete over ... | smol_constraints |
[
{
"role": "user",
"content": "Let $a$ and $b$ be two non-zero vectors, then \"$(a+b)^2 = |a|^2 + |b|^2$\" is a condition for \"$a \\perp b$\" ( )\nA: Sufficient but not necessary condition\nB: Necessary but not sufficient condition\nC: Necessary and sufficient condition\nD: Neither sufficient nor necessary ... | numinamath_cot |
[
{
"role": "user",
"content": "An aquarium holds an equal number of clownfish and blowfish. Some of the blowfish stay in their own tank, and the remaining blowfish swim into a display tank. An equal number of clownfish join the blowfish in the display tank, but then a third of these clownfish swim back into ... | numinamath_cot |
[
{
"role": "user",
"content": "Provide four common concerns viewers might have about customer service response times and suggest possible solutions for each. Do not mention the words \"delay\" or \"slow\"."
},
{
"role": "assistant",
"content": "1. **Concern: Lack of Immediate Acknowledgment**\n ... | tulu3_if |
[
{
"role": "user",
"content": "Write a Python function that converts a string into a new one by replacing every character with the character following it in the alphabet in a circular fashion. For example, 'a' is replaced with 'b', 'z' is replaced with 'a', and 'Z' is replaced with 'A'."
},
{
"role":... | self_oss_instruct |
[
{
"role": "user",
"content": "How to peel plums?"
},
{
"role": "assistant",
"content": "Peeled plums are perfect for pies, jam, cakes, and baby food. If you try to peel a plum by simply pulling back the skin, you'll end up with a sticky mess on your hands. Instead, blanch the plums and then plac... | lima |
[
{
"role": "user",
"content": "A contractor is engaged for some days on the condition that he receives Rs. 25 for each day he works and is fined Rs. 7.50 for each day he is absent. He gets Rs. 360 in all and was absent for 12 days. For how many days was he engaged?"
},
{
"role": "assistant",
"con... | numinamath_cot |
[
{
"role": "user",
"content": "I came across a piece of code ```void *p = &&abc;```. What is the significance of ```&&``` here?\nI know about rvalue references but I think ```&&``` used in this context is different. What does ```&&``` indicate in ```void *p = &&abc;``` ?"
},
{
"role": "assistant",
... | lima |
[
{
"role": "system",
"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": "user",
"content": "Hey Alex,\n\nI've been thinking more about the website structur... | smol_summarize |
[
{
"role": "user",
"content": "You are the head of propaganda of an alien race that have declared war on humans. You have to write this cycle's newspaper by exaggerating/ distorting daily human activities."
},
{
"role": "assistant",
"content": "A Glance Into the Daily Depravity of Humans - by Mor... | lima |
[
{
"role": "user",
"content": "Rewrite the article with comedic twist.\n\nMosquitoes bite, suck your blood, and leave you with itchy bumps and possibly a horrible infection. Mosquito-borne pathogens include malaria, West Nile virus, Zika virus, Chikungunya virus, and dengue.\n\nWhile you might fantasize abou... | no_robots |
[
{
"role": "user",
"content": "Write a Python function `unique_in_order(iterable)` that takes an iterable object and returns a list of unique elements in the order that they first appear. For example, given the input `'AAAABBBCCDAABBB'`, the function should return `['A', 'B', 'C', 'D', 'A', 'B']`. The functi... | self_oss_instruct |
[
{
"role": "system",
"content": "You are a helpful advisor for people working in lending and credit risk roles. Provide practical guidance on loan decisions, underwriting processes, and risk management. When users describe business situations, help them think through options and best practices. Be concise an... | da |
[
{
"role": "user",
"content": "Write a Python function to check if a string is a permutation of a palindrome. The function should return a boolean value indicating whether the input string is a permutation of a palindrome. A palindrome is a word, phrase, or sequence that reads the same backward as forward. T... | self_oss_instruct |
[
{
"role": "user",
"content": "As shown in the figure, \\( P \\) is a moving point on the parabola \\( y^{2} = 2x \\). Points \\( B \\) and \\( C \\) are on the y-axis, and the circle \\((x-1)^{2} + y^{2} = 1\\) is inscribed in \\(\\triangle PBC\\). Find the minimum area of \\(\\triangle PBC\\)."
},
{
... | numinamath_cot |
[
{
"role": "user",
"content": "Create a recipe article for dessert nachos. The recipe should not include anything that is in traditional nachos, besides the chips. Use paragraph form for the instructions and bullets for the ingredients. Take the perspective of a pregnant woman having cravings for weird food.... | no_robots |
[
{
"role": "user",
"content": "To obtain the graph of the function $f(x) = 2^{1-x}$, one can ( )\nA: Shift the graph of the function $y = 2^x$ to the left by 1 unit\nB: Shift the graph of the function $y = 2^x$ horizontally by 1 unit\nC: Shift the graph of the function $y = 2^{-x}$ to the left by 1 unit\nD: ... | numinamath_cot |
[
{
"role": "user",
"content": "How many $6 \\times 1$ dominoes can be placed without overlap on a 9 x 10 chessboard? (The dominoes can be placed parallel to the sides of the board.)"
},
{
"role": "assistant",
"content": ": \n\nLet's show that at most 14 dominoes can be placed on the 9x10 board wi... | numinamath_cot |
[
{
"role": "user",
"content": "Write a Python function that takes a string, counts the number of words in it, and returns a list of words that have an odd number of characters. For example, if the input string is \"Hello world\", the output should be [\"Hello\", \"world\"] because they are both odd-length wo... | self_oss_instruct |
[
{
"role": "user",
"content": "Given points $A$, $B$, and $C$ that are not collinear, and the inequality $A B^{2} \\geqq C A^{2} + C B^{2}$ holds. Is it true that for any point $X$ in space,\n\n$$\nX C^{2} \\leqq X A^{2} + X B^{2} ?\n$$"
},
{
"role": "assistant",
"content": "\n1. Let's establish ... | numinamath_cot |
[
{
"role": "system",
"content": "Extract and present the main key point of the input text in one very short sentence, including essential details like dates or locations if necessary."
},
{
"role": "user",
"content": "Hey Lila,\n\nThursday afternoon works great for me! Let's meet at the coffee sh... | smol_summarize |
[
{
"role": "system",
"content": "You are an expert in composing functions. You are given a question and a set of possible functions. \nBased on the question, you will need to make one or more function/tool calls to achieve the purpose. \nIf none of the functions can be used, point it out and refuse to answer... | apigen_function_calling |
[
{
"role": "system",
"content": "You are an AI assistant deployed to a national Agriculture Ministry to help analyze policy implementation and provide technical guidance. You should be helpful, practical, and work collaboratively with ministry staff to solve implementation challenges. You have access to allo... | da |
[
{
"role": "user",
"content": "Write a Python function `get_color_from_status` that accepts a list of dictionaries representing tasks. Each task dictionary has the following keys: `id`, `status`, and `priority`. It should return a `color_mapping` dictionary that maps each unique `status` to a distinct color ... | self_oss_instruct |
[
{
"role": "user",
"content": "\"How can I improve my public speaking skills? Provide tips that are practical and can be implemented immediately. Include at least 5 bullet points. Use the markdown bullet points such as: * This is point 1. Also, ensure your response is at least 100 words but less than 300 wor... | smol_constraints |
[
{
"role": "user",
"content": "// language: PHP\n<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n <title>聯單申報</title>\n\t<?php include_once (\"head.php\"); \n\tinclude \"./phpqrcode.php\";\n\t\n\t?>\t\n\t<script src=\"https://code.jquery.com/ui/1.12.1/jquery-ui.js\"></script>\n\t<script type=\"text/javascript\... | longalign |
[
{
"role": "user",
"content": "Given the sequence $\\{a_n\\}$ satisfies $a_1=1$, and $\\frac{1}{1}a_1+ \\frac{1}{2}a_2+ \\frac{1}{3}a_3+…+ \\frac{1}{n}a_n=a_{n+1}-1$ for all $n \\in \\mathbb{N}^*$, let the sum of the first $n$ terms of the sequence $\\{a_n\\}$ be $S_n$.\n\n$(1)$ Find the general formula for ... | numinamath_cot |
[
{
"role": "user",
"content": "Your response should contain less than 50 words. Answer the question: What is the capital of France? Paris is the capital. Finish your response with this exact phrase Is there anything else I can help with?\n"
},
{
"role": "assistant",
"content": "Paris is the capit... | smol_constraints |
[
{
"role": "user",
"content": "Write a function that takes a user object and a list of required attributes. The function should return True if the user object has all the required attributes, False otherwise.\n\nThe user object can be assumed to have a `.traits` attribute, which is a dictionary of attributes... | self_oss_instruct |
[
{
"role": "user",
"content": "Q: java.lang.IllegalAccessError when using vertx web client version 4.0.0\n\nUsing vertx 4.0.0 with jdk 14. I'm getting the following exception when trying to make a REST request using the vertx web client:\n15:56:48.294 [vert.x-eventloop-thread-0] ERROR io.vertx.core.impl.Cont... | longalign |
[
{
"role": "system",
"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": "user",
"content": "Emily,\n\nIt's great to hear from you! I'm thrilled that you're... | smol_summarize |
[
{
"role": "user",
"content": "What does this text say about the term borough in New York City:\n\nThe term borough was adopted in 1898 to describe a form of governmental administration for each of the five fundamental constituent parts of the newly consolidated city. Under the 1898 City Charter adopted by t... | no_robots |
End of preview. Expand in Data Studio
DA supervision empty; all 752 DA and 9284 identical replay rows
| field | value |
|---|---|
experiment |
DA supervision empty; all 752 DA and 9284 identical replay rows |
date_generated |
2026-09-16 |
constitution |
constitutions/claude_distilled_09_principles/constitution.md |
source_repo |
https://github.com/Matthew-Bozoukov/teaching_claude_why_replication.git @ 4648153af4b834b70bd2e5374f639aaad219c83c |
models |
Tokenizer Qwen/Qwen3.6-27B@6a9e13bd6fc8f0983b9b99948120bc37f49c13e9; replay traces: {"model": "qwen/qwen3.6-27b", "family": "qwen36", "judge": "google/gemini-3-flash-preview", "sources": ["tulu3_if", "self_oss_instruct", "lima"], "fraction": 0.5, "seed": 0, "rows": null, "turns": 1135, "provenance": "enrichment_report.json of dougalldeepmind/2026-09-08-nosynth-mix@7e991f58e86e (scratch/reasoning_backfill, pre-record)"} |
generation_config |
{"seed": 0, "replay_examples": 9284, "da_examples": 752, "max_seq_len": 8192, "base_model": "Qwen/Qwen3.6-27B", "base_model_revision": "6a9e13bd6fc8f0983b9b99948120bc37f49c13e9", "replay": {"repo": "dougalldeepmind/2026-09-08-nosynth-mix", "revision": "7e991f58e86eff0b0a9f15a54ebeddfffb5b14dd", "file": "mixture.jsonl"}, "da": {"repo": "dougalldeepmind/2026-09-14-da-synth", "revision": "013886238fca238c4d54ace96530f444bb2b2f02", "file": "dataset.jsonl"}, "constitution": "constitutions/claude_distilled_09_principles/constitution.md", "variants": {"cot": "cot", "answer": "answer-only", "empty": "empty-cot"}, "pod": {"count": 1, "max_hours": 5, "hourly_ceiling_usd": 5.1, "recovery_reserve_seconds": 2700, "countries": ""}} |
schema |
mixture.jsonl: messages, source, optional supervise. Metadata and source IDs in manifest.json. |
provenance |
uv run python scratch/da_supervision/build.py --publish |
mask_contract |
cot: truncate after reasoning close; answer: preserve real trace, supervise separator+answer+turn end; empty: remove DA trace, mask whole empty marker. Replay unchanged. |
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