MIND: Math Informed syNthetic Dialogues for Pretraining LLMs
Paper • 2410.12881 • Published • 2
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"content": "<think>\nOkay, let's see. The user provided a document that's mostly about a glass jar with chia seeds and some tables related to hygroscopicity tes... |
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"content": "| **Concepto** | **Detalles** |\n|-------------|-------------|\n| **Predicción de transposición** | Los solicitantes no pueden predecir con certeza ... |
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"content": "## Conversation A — PROBLEM SOLVING\n\n**Participant 1:** The context mentions a physics worksheet with three questions and answers. The first quest... |
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"content": "**Step 1: Create a Conversational Style** \n**Style Name:** *Curious Explorer & Technical Guide* \n**Concept:** This style blends the curiosity of... |
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"content": "**Professor A:** Good morning, Professor B. I've been reviewing the recent literature on high-energy materials and came across some complex chemical... |
53daa482eaa1f17ff162de9295d1943c7b65a5d7a2132682fdf76c88b14ba3a8 | null | synthpile_faq | synthpile | You write concise, content-grounded conversations that stay close to the source. | 0.754 | 0.974 | 3,072 | 1,678,990,833 | false | {
"id": "chatcmpl-82007e30c8566cb3",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "**FAQ: Shaving Foam Application Device Patent**\n\n**Q1: What is the purpose of this invention?** \nA1: The invention provides a device for the fac... |
77bad6a7033fd6e3bf5e07bc75597dbdca37ee080c148ad796552d97f1f0a34e | null | synthpile_table | synthpile | You write concise, content-grounded conversations that stay close to the source. | 0.817 | 0.895 | 4,096 | 557,800,940 | true | {
"id": "chatcmpl-b3774e0c2031e025",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "<think>\nOkay, let me tackle this query. The user wants me to rewrite the given document as a structured table with key information and then generat... |
5901c59450a387f13d338a5cfceffca367f7e850597de98f4f19e64af3a0e8f8 | null | synthpile_diverse_qa | synthpile | You write educational dialogues. Do not invent facts outside the provided context. | 0.744 | 0.933 | 2,048 | 410,658,517 | false | {
"id": "chatcmpl-a035e44b4830abc7",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "Here are the questions and answers based on the provided text:\n- Question: What is the chemical compound's structure as described in the image? Ans... |
e13b32722990a083c8c9327ae1815a79b6ebf412836436bc216ce3bdcee8f696 | null | two_students | mind | 0.786 | 0.867 | 4,096 | 1,202,872,289 | false | {
"id": "chatcmpl-a4008043536f9a36",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "**Student 1:** I need to understand this technical drawing and the patent description. Let me read through the context again to make sure I get all ... | |
b70ab427f717a840b5ab72fc80bca462222f18d66a0f41b3b6075f23b2c4cde0 | null | problem_solving+teacher_student | mind_combo | You write concise, content-grounded conversations that stay close to the source. | 0.605 | 0.86 | 4,096 | 1,625,516,210 | false | {
"id": "chatcmpl-9cb1b596d8591b65",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "## Conversation A — PROBLEM SOLVING\n\n**Participant 1:** Looking at the structural drawing, I see two carbon atoms connected by a series of lines. ... |
a3893d24ef5096e546076e6e47ca3aef287ec5eb0d5b4a0ac5313854cc5cf069 | null | synthpile_table | synthpile | You write concise, content-grounded conversations that stay close to the source. | 0.843 | 0.942 | 3,072 | 1,735,539,653 | true | {
"id": "chatcmpl-bb23292692e58ce7",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "<think>\nOkay, let's see. The user wants me to take the given document and convert it into a structured table. Then, generate a question and answer ... |
762935451567cd9223aa24dd57d3efe4085bbff7e3fc2c5c056fe007f315b997 | null | problem_solving | mind | You write educational dialogues. Do not invent facts outside the provided context. | 0.663 | 0.932 | 3,072 | 1,054,681,592 | false | {
"id": "chatcmpl-b1e659f7e6dd6a5b",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "**Participant A:** \nHemos estado revisando el documento sobre el circuito y la curva de estados estables. ¿Podrías explicar cómo se representa la ... |
437ddd05880beff0993dcd85823bc188acc6d1aecee3dad371e9e057c8c52ad1 | null | swallow_code_sgcr | swallow | 0.739 | 0.928 | 2,048 | 1,478,508,759 | false | {
"id": "chatcmpl-b3bf93d64476d651",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "### Evaluation: 2\n\n### Suggestions:\nThe provided text is not code at all—it is a **Spanish scientific text** describing a chemical process. It do... | |
5688c19ad6243279ec86cd08cc6a99e80a83baf1c5b898b08a26fd610b5cc4ec | null | swallow_code_sgcr | swallow | You write educational dialogues. Do not invent facts outside the provided context. | 0.756 | 0.952 | 3,072 | 1,530,578,575 | false | {
"id": "chatcmpl-869d9ac8e82a82de",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "### Evaluation: 1\n\n### Suggestions:\nThe provided text is not actual code but rather a **scientific or pharmaceutical document** in Spanish. It de... |
ef5053b94b416047ab0e2e723420ee30bd1c25b6f6c48248ca92a8652def189d | null | synthpile_diverse_qa | synthpile | You write educational dialogues. Do not invent facts outside the provided context. | 0.845 | 0.877 | 4,096 | 167,656,908 | false | {
"id": "chatcmpl-826144d1ddf4951c",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "Here are the questions and answers based on the provided text:\n- Question: What is the name of the compound that is obtained in the first step of t... |
e4d366e0a068a3992bd1cee81041af3d54ca9204c42e255e36e6b6fc415aad1f | null | two_students | mind | You are a careful, faithful synthetic-dialogue generator. | 0.665 | 0.959 | 2,048 | 1,055,532,848 | false | {
"id": "chatcmpl-b34de4bf4ce88c60",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "**Student 1:** I’m trying to understand the technical drawing of the gearbox. It looks like it’s a mechanical component used in industrial applicati... |
05cca62f5782484d038c397cda532578745a41839b48c025e13ff27b78716f00 | null | layman_knowall+two_students | mind_combo | You write educational dialogues. Do not invent facts outside the provided context. | 0.895 | 0.903 | 3,072 | 2,002,579,122 | false | {
"id": "chatcmpl-a0958b88afec7b95",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "## Conversation A — LAYMAN KNOWALL\n\n**You:** Okay, let me start by explaining what this is about. There's a machine with big wheels, and it's labe... |
666f113687894ed3843ef567fb2f69fb3cd8b2f5c55b6b8096d0bf03d9f50aa9 | null | two_students+layman_knowall | mind_combo | You write educational dialogues. Do not invent facts outside the provided context. | 0.787 | 0.878 | 4,096 | 1,658,360,598 | false | {
"id": "chatcmpl-859e4e1133e3ffd2",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "# Conversation A — TWO STUDENTS\n\n**Student 1:** I'm trying to understand this patent document about a gas cylinder coupling device. It mentions a ... |
d32d132472c99c51267681866c40fa0cc7803a78944537d4a6c3f41627b2daac | null | huu_conversation | huu | You write concise, content-grounded conversations that stay close to the source. | 0.774 | 0.928 | 4,096 | 52,554,682 | false | {
"id": "chatcmpl-bab7861d0392902d",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "**Step 1: Create a Unique Conversational Style**\n\n**Style: \"Lab Partner & Curious Colleague\"** \nThis style is designed to mimic the dynamic be... |
18eae07c1290ceb942aa280136627ac6276b92fa48e92c33c947ef957a32a955 | null | teacher_student | mind | You are a careful, faithful synthetic-dialogue generator. | 0.868 | 0.868 | 3,072 | 481,922,370 | false | {
"id": "chatcmpl-8a83a3a4c7ea8c73",
"choices": [
{
"finish_reason": "stop",
"index": 0,
"logprobs": null,
"message": {
"content": "**Teacher:** Hello! How can I assist you today?\n\n**Student:** Hi! I'm trying to understand the context provided, but I'm a bit confused about the ... |
End of preview. Expand in Data Studio
MixtureVitae-v1 upsampled
Synthetic dialogues / study-strategy data generated from MixtureVitae-v1 with Qwen3-8B, MIND-style (arXiv:2410.12881).
Configs
upsample-1— full generation pass over MixtureVitae-v1 shards.upsample-2— second generation pass.
from datasets import load_dataset
load_dataset("ontocord/MixtureVitae-v1-upsampled", "upsample-2") # default "train" split
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