Large-Scale Data Selection for Instruction Tuning
Collection
Datasets and models associated with the paper "Large-Scale Data Selection for Instruction Tuning" (https://arxiv.org/abs/2503.01807) • 22 items • Updated • 1
dataset stringclasses 11
values | id stringlengths 8 22 | messages listlengths 2 74 | influence_score float64 0.87 0.96 |
|---|---|---|---|
open_orca | open_orca_niv.109898 | [
{
"role": "system",
"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": "user",
"content": "Detailed Instructions: In this task you will ... | 0.956624 |
open_orca | open_orca_niv.77093 | [
{
"role": "system",
"content": "You are an AI assistant, who knows every language and how to translate one language to another. Given a task, you explain in simple steps what the task is asking, any guidelines that it provides. You solve the task and show how you used the guidelines to solve the task."
},... | 0.954863 |
open_orca | open_orca_niv.31593 | [
{
"role": "system",
"content": "You are an AI assistant, who knows every language and how to translate one language to another. Given a task, you explain in simple steps what the task is asking, any guidelines that it provides. You solve the task and show how you used the guidelines to solve the task."
},... | 0.95058 |
open_orca | open_orca_niv.432155 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "Definition: In this task you will be given an arithmetic operation and you have to find its answer. The operators '+' and '-' have been replaced with new symbols. Spe... | 0.950043 |
open_orca | open_orca_niv.245542 | [
{
"role": "system",
"content": "User will you give you a task with some instruction. Your job is follow the instructions as faithfully as you can. While answering think step-by-step and justify your answer."
},
{
"role": "user",
"content": "Teacher:In this task you will be given an arithmetic op... | 0.949819 |
open_orca | open_orca_niv.121246 | [
{
"role": "system",
"content": "User will you give you a task with some instruction. Your job is follow the instructions as faithfully as you can. While answering think step-by-step and justify your answer."
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given a... | 0.949123 |
open_orca | open_orca_niv.435917 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "Given a math problem with context and a question and 5 answer choices, the task is to provide the correct answer choice based on the problem. You must choose one of t... | 0.948238 |
open_orca | open_orca_niv.138677 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of operators '+' and '-' has been swapped i... | 0.948041 |
open_orca | open_orca_niv.92156 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "In this task you will be given an arithmetic operation and you have to find its answer. The symbols of operators '+'... | 0.948006 |
open_orca | open_orca_cot.131773 | [
{
"role": "system",
"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-bystep and justify your answer."
},
{
"role": "user",
"content": "Given the rationale, provid... | 0.947793 |
open_orca | open_orca_cot.56951 | [
{
"role": "system",
"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-bystep and justify your answer."
},
{
"role": "user",
"content": "If X is the sum of first 20... | 0.947135 |
wizardlm | wizardlm_cc1rn8A | [
{
"role": "user",
"content": "What would be the result if we increase each number in the formula (2 * (5 + 7) / 3) ^ 2 * 9 - 10 + (8 % 3) by 3 and then divide the final result by 5?\n\n(2 * (5 + 7) / 3) ^ 2 * 9 - 10 + (8 % 3)"
},
{
"role": "assistant",
"content": "First, we simplify the given fo... | 0.947063 |
open_orca | open_orca_flan.1000631 | [
{
"role": "system",
"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": "user",
"content": "Solve this math problem\n\nSolve -122*b = -46... | 0.946899 |
open_orca | open_orca_niv.241128 | [
{
"role": "system",
"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": "user",
"content": "In this task you will be given an arithmetic ... | 0.946735 |
open_orca | open_orca_niv.426114 | [
{
"role": "system",
"content": "You are an AI assistant that follows instruction extremely well. Help as much as you can."
},
{
"role": "user",
"content": "In this task you will be given an arithmetic operation and you have to find its answer. The operators '+' and '-' have been replaced with ne... | 0.946181 |
open_orca | open_orca_niv.217341 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "Teacher:In this task you will be given an arithmetic operation and you have to find its answer. The operators '+' and '-' have been replaced with new symbols. Specifi... | 0.945575 |
open_orca | open_orca_niv.431585 | [
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of operators '+' and '-' has been swapped i.e you need to perform subtraction when you see a '+' symbol an... | 0.945376 |
open_orca | open_orca_niv.434988 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "Definition: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of o... | 0.945118 |
open_orca | open_orca_flan.194990 | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "Solve 23693 + 1535404 = 7081*y - 10052*y - 11600*y for y.\nSolve this problem."
},
{
"role": "assistant",
"content": "Fir... | 0.945093 |
open_orca | open_orca_niv.335609 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "Given the task definition and input, reply with output. In this task you will be given a list of integers. For every element in the list, if the element is even you s... | 0.944577 |
open_orca | open_orca_niv.69109 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "Teacher:In this task you will be given a list of numbers and you need to subtract every value in the list with the index it is at. The index of an elements shows its ... | 0.944539 |
open_orca | open_orca_niv.261687 | [
{
"role": "system",
"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": "user",
"content": "Detailed Instructions: In this task you will ... | 0.944263 |
open_orca | open_orca_niv.34927 | [
{
"role": "system",
"content": "You are a teacher. Given a task, you explain in simple steps what the task is asking, any guidelines it provides and how to use those guidelines to find the answer."
},
{
"role": "user",
"content": "Teacher:In this task you will be given an arithmetic operation an... | 0.944072 |
open_orca | open_orca_niv.437661 | [
{
"role": "system",
"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": "user",
"content": "In this task you are given a list of numbers ... | 0.944042 |
open_orca | open_orca_niv.397269 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "Definition: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of o... | 0.94389 |
open_orca | open_orca_niv.287659 | [
{
"role": "system",
"content": "You are a teacher. Given a task, you explain in simple steps what the task is asking, any guidelines it provides and how to use those guidelines to find the answer."
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given a list of i... | 0.943761 |
open_orca | open_orca_niv.210627 | [
{
"role": "system",
"content": "You are an AI assistant, who knows every language and how to translate one language to another. Given a task, you explain in simple steps what the task is asking, any guidelines that it provides. You solve the task and show how you used the guidelines to solve the task."
},... | 0.943628 |
open_orca | open_orca_niv.239147 | [
{
"role": "system",
"content": "You are an AI assistant, who knows every language and how to translate one language to another. Given a task, you explain in simple steps what the task is asking, any guidelines that it provides. You solve the task and show how you used the guidelines to solve the task."
},... | 0.943619 |
open_orca | open_orca_flan.664294 | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "Math Problem\nSolve -116*c - 312*c - 4936 = 189*c for c."
},
{
"role": "assistant",
"content": "In order to solve the equ... | 0.943593 |
open_orca | open_orca_niv.79846 | [
{
"role": "system",
"content": "You are an AI assistant, who knows every language and how to translate one language to another. Given a task, you explain in simple steps what the task is asking, any guidelines that it provides. You solve the task and show how you used the guidelines to solve the task."
},... | 0.943583 |
open_orca | open_orca_flan.1038332 | [
{
"role": "system",
"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": "user",
"content": "Solve -26250 - 86681 = -419*o - 189*o - 34499... | 0.943566 |
open_orca | open_orca_flan.1339850 | [
{
"role": "system",
"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": "user",
"content": "Problem: Solve -5445*x + 583*x = 606*x + 2788... | 0.943555 |
open_orca | open_orca_flan.1727225 | [
{
"role": "system",
"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": "user",
"content": "Math Problem\nSolve -212*b - 309*b = 336*b - ... | 0.943408 |
open_orca | open_orca_flan.159144 | [
{
"role": "system",
"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": "user",
"content": "Problem: Solve -295279 = -6762*c - 68432 + 23... | 0.943314 |
open_orca | open_orca_niv.400357 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "Instructions: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of... | 0.943283 |
open_orca | open_orca_niv.145395 | [
{
"role": "system",
"content": "User will you give you a task with some instruction. Your job is follow the instructions as faithfully as you can. While answering think step-by-step and justify your answer."
},
{
"role": "user",
"content": "Given the task definition and input, reply with output.... | 0.943237 |
open_orca | open_orca_niv.241824 | [
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "In this task you will be given an arithmetic operation and you have to find its answer. The symbols of operators '+' and '-' has been swapped i.e you need to perform subtraction when you see a '+' symbol and addition in case of ... | 0.943017 |
open_orca | open_orca_flan.1535700 | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "What is the solution to this math problem?\nSolve -1768*m + 884*m - 60 = -882*m for m."
},
{
"role": "assistant",
"conten... | 0.942894 |
open_orca | open_orca_flan.1625676 | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "What is the solution to this math problem?\nSolve -78*o - 4152 = -185*o - 16*o + 4704 for o."
},
{
"role": "assistant",
"... | 0.942835 |
open_orca | open_orca_flan.2224094 | [
{
"role": "system",
"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": "user",
"content": "Solve -3708*n = -3702*n for n.. What is the a... | 0.942784 |
open_orca | open_orca_niv.109578 | [
{
"role": "system",
"content": "You are an AI assistant that follows instruction extremely well. Help as much as you can."
},
{
"role": "user",
"content": "Q: In this task you will be given an arithmetic operation and you have to find its answer. The operators '+' and '-' have been replaced with... | 0.9427 |
open_orca | open_orca_flan.1941802 | [
{
"role": "system",
"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": "user",
"content": "Problem: Solve -1570*m = -775*m - 752*m + 817... | 0.942461 |
open_orca | open_orca_niv.345972 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "Instructions: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of... | 0.942456 |
open_orca | open_orca_niv.425100 | [
{
"role": "system",
"content": "You are an AI assistant that follows instruction extremely well. Help as much as you can."
},
{
"role": "user",
"content": "Definition: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of operators '+' and '-' has... | 0.942303 |
open_orca | open_orca_niv.44408 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "In this task you will be given an arithmetic operation and you have to find its answer. The symbols of operators '+' and '-' has been swapped i.e you need to perform ... | 0.942025 |
open_orca | open_orca_flan.806331 | [
{
"role": "system",
"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": "user",
"content": "Write down the solution for this math problem... | 0.941934 |
open_orca | open_orca_niv.225552 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given an arithmetic operation and you have to find its answer. The s... | 0.941921 |
open_orca | open_orca_flan.708317 | [
{
"role": "system",
"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": "user",
"content": "Solve -832*f - 786*f = -378*f + 86*f - 21216 ... | 0.941905 |
open_orca | open_orca_niv.154484 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "Definition: In this task you will be given a list of lists, of numbers. For every inner list, you should multiply every number in that list and put the results in you... | 0.941797 |
open_orca | open_orca_flan.1201334 | [
{
"role": "system",
"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": "user",
"content": "Math Problem\nSolve -151*p = -2086 + 996 - 17... | 0.941654 |
open_orca | open_orca_niv.19202 | [
{
"role": "system",
"content": "User will you give you a task with some instruction. Your job is follow the instructions as faithfully as you can. While answering think step-by-step and justify your answer."
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given a... | 0.941548 |
open_orca | open_orca_flan.1716714 | [
{
"role": "system",
"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": "user",
"content": "Write down the solution for this math problem... | 0.941543 |
open_orca | open_orca_niv.245284 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "In this task you will be given a list of lists, of numbers. For every inner list, you should multiply every number in that list and put the results in your answer. Th... | 0.941432 |
open_orca | open_orca_niv.397674 | [
{
"role": "system",
"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": "user",
"content": "In this task you will be given an arithmetic ... | 0.941391 |
open_orca | open_orca_niv.385748 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "Given the task definition and input, reply with output. In this task you will be given an arithmetic operation and y... | 0.94138 |
open_orca | open_orca_niv.77043 | [
{
"role": "system",
"content": "You are an AI assistant that follows instruction extremely well. Help as much as you can."
},
{
"role": "user",
"content": "In this task you will be given an arithmetic operation and you have to find its answer. The operators '+' and '-' have been replaced with ne... | 0.941365 |
open_orca | open_orca_flan.61032 | [
{
"role": "system",
"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": "user",
"content": "Solve this math problem\n\nSolve 635*n + 595*... | 0.941203 |
open_orca | open_orca_niv.312192 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "In this task you will be given an arithmetic operation and you have to find its answer. The operators '+' and '-' ha... | 0.941145 |
open_orca | open_orca_flan.293154 | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "Write down the solution for this math problem: Solve -16*o = -23*o + 35 for o."
},
{
"role": "assistant",
"content": "To ... | 0.941091 |
open_orca | open_orca_niv.173456 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "In this task you will be given a list of integers. For every element in the list, if the element is positive you should multiply it by 2. If the element is negative ... | 0.94109 |
wizardlm | wizardlm_alpaca_51821 | [
{
"role": "user",
"content": "5! / (2^3) + 6^2 - 7^2="
},
{
"role": "assistant",
"content": "First, let's solve the factorial expression: \n5! = 5 x 4 x 3 x 2 x 1 = 120 \nNext, let's solve the exponent expressions: \n2^3 = 2 x 2 x 2 = 8 \n6^2 = 6 x 6 = 36 \n7^2 = 7 x 7 = 49 \nNow, we can substit... | 0.941076 |
open_orca | open_orca_niv.399761 | [
{
"role": "system",
"content": "User will you give you a task with some instruction. Your job is follow the instructions as faithfully as you can. While answering think step-by-step and justify your answer."
},
{
"role": "user",
"content": "In this task you will be given an arithmetic operation ... | 0.940946 |
open_orca | open_orca_flan.707008 | [
{
"role": "system",
"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": "user",
"content": "Problem: Solve -88*o - 2468 - 2822 = -186 for... | 0.940926 |
open_orca | open_orca_flan.822868 | [
{
"role": "system",
"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": "user",
"content": "Solve this math problem\n\nSolve -35*z = -12*... | 0.940907 |
open_orca | open_orca_flan.407252 | [
{
"role": "system",
"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": "user",
"content": "What is the solution?\n\nSolve 0 = -536*o + 1... | 0.94079 |
open_orca | open_orca_flan.1987125 | [
{
"role": "system",
"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": "user",
"content": "What is the solution to this math problem?\nS... | 0.940711 |
open_orca | open_orca_flan.2024034 | [
{
"role": "system",
"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": "user",
"content": "Problem: Solve -54*x = -297*x + 639 - 7118 - ... | 0.940711 |
open_orca | open_orca_flan.2277041 | [
{
"role": "system",
"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": "user",
"content": "Math Problem\nSolve -8842*b - 8807*b + 2160 =... | 0.94065 |
open_orca | open_orca_niv.392613 | [
{
"role": "system",
"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": "user",
"content": "Q: In this task you will be given an arithmet... | 0.940525 |
open_orca | open_orca_niv.249557 | [
{
"role": "system",
"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": "user",
"content": "Instructions: In this task you will be given ... | 0.940422 |
open_orca | open_orca_flan.1422474 | [
{
"role": "system",
"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": "user",
"content": "Problem: Solve -97183 + 44575 - 375634 = -830... | 0.940234 |
open_orca | open_orca_flan.2090025 | [
{
"role": "system",
"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": "user",
"content": "Math Problem\nSolve -330 - 42 = -31*i for i."... | 0.940115 |
open_orca | open_orca_niv.434988 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "Definition: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of o... | 0.940048 |
open_orca | open_orca_niv.239011 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "In this task you will be given a list of numbers and you need to subtract every value in the list with the index it is at. The index of an elements shows its numerica... | 0.940037 |
open_orca | open_orca_flan.2314258 | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "Math Problem\nSolve -8842*b - 8807*b + 2160 = -17729*b for b."
},
{
"role": "assistant",
"content": "To solve the equatio... | 0.939979 |
open_orca | open_orca_flan.350975 | [
{
"role": "system",
"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": "user",
"content": "Solve -42*p + 745 + 650 = 345 for p.. What is... | 0.939963 |
open_orca | open_orca_niv.119234 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "Instructions: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of operators '+' and '-' has been swapped i.e you ne... | 0.939884 |
open_orca | open_orca_flan.35470 | [
{
"role": "system",
"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": "user",
"content": "What is the solution to this math problem?\nS... | 0.939868 |
open_orca | open_orca_niv.156446 | [
{
"role": "system",
"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": "user",
"content": "Definition: Given a simple high-school level ... | 0.939692 |
open_orca | open_orca_niv.239147 | [
{
"role": "system",
"content": "You are an AI assistant, who knows every language and how to translate one language to another. Given a task, you explain in simple steps what the task is asking, any guidelines that it provides. You solve the task and show how you used the guidelines to solve the task."
},... | 0.939687 |
open_orca | open_orca_niv.148236 | [
{
"role": "system",
"content": "You are a teacher. Given a task, you explain in simple steps what the task is asking, any guidelines it provides and how to use those guidelines to find the answer."
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given a list of i... | 0.939639 |
open_orca | open_orca_flan.59452 | [
{
"role": "system",
"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": "user",
"content": "What is the solution?\n\nSolve 334*o = 128*o ... | 0.939441 |
open_orca | open_orca_flan.1517591 | [
{
"role": "system",
"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": "user",
"content": "Solve -37*l = -23*l + 56 for l.\nSolve this p... | 0.939437 |
open_orca | open_orca_flan.1404155 | [
{
"role": "system",
"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": "user",
"content": "Math problem: Solve -9945*x = -2557*x - 76431... | 0.939411 |
open_orca | open_orca_flan.644561 | [
{
"role": "system",
"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": "user",
"content": "What is the solution?\n\nSolve -491*p = -242*... | 0.939388 |
open_orca | open_orca_niv.62761 | [
{
"role": "system",
"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": "user",
"content": "Teacher:In this task you will be given an ari... | 0.939366 |
open_orca | open_orca_flan.406015 | [
{
"role": "system",
"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": "user",
"content": "Write down the solution for this math problem... | 0.939365 |
open_orca | open_orca_flan.433547 | [
{
"role": "system",
"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": "user",
"content": "Solve this math problem\n\nSolve -1980 = -117... | 0.939364 |
open_orca | open_orca_flan.2237288 | [
{
"role": "system",
"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": "user",
"content": "Solve -173489*f = -172125*f + 33237 + 4955 fo... | 0.939347 |
open_orca | open_orca_flan.901954 | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "Solve -39*z + 254*z = 48*z - 355*z + 47502 for z."
},
{
"role": "assistant",
"content": "To solve the equation, the first... | 0.9393 |
open_orca | open_orca_niv.314593 | [
{
"role": "system",
"content": "You are an AI assistant that follows instruction extremely well. Help as much as you can."
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given a list of integers. For every element in the list, if the element is even you should d... | 0.939273 |
wizardlm | wizardlm_alpaca_53968 | [
{
"role": "user",
"content": "8.5 / 3.5 + 5.2 * 2.8 - 4.6 ^ 3.1="
},
{
"role": "assistant",
"content": "Using the order of operations (PEMDAS), we can solve this equation step by step:\n1. First, we need to calculate the exponent: 4.6 ^ 3.1 = 91.947\n2. Next, we can perform the division: 8.5 / 3... | 0.93927 |
open_orca | open_orca_niv.192348 | [
{
"role": "system",
"content": "Explain how you used the definition to come up with the answer."
},
{
"role": "user",
"content": "You will be given a definition of a task first, then some input of the task.\nIn this task you are given a list of numbers and you need to find the average of each tw... | 0.939161 |
open_orca | open_orca_flan.1948759 | [
{
"role": "system",
"content": "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
},
{
"role": "user",
"content": "Math Problem\nSolve -6*n - 7*n + 370 = -3*n for n."
},
{
"role": "assistant",
"content": "To solve the equation -6*n - 7*... | 0.939117 |
open_orca | open_orca_flan.1179487 | [
{
"role": "system",
"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": "user",
"content": "Math Problem\nSolve 0 = -212*o - 12167 - 5330... | 0.939106 |
open_orca | open_orca_flan.2216161 | [
{
"role": "system",
"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": "user",
"content": "What is the solution to this math problem?\nS... | 0.939106 |
open_orca | open_orca_niv.210188 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "Q: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of operators ... | 0.939087 |
open_orca | open_orca_niv.237209 | [
{
"role": "system",
"content": ""
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given an arithmetic operation and you have to find its answer. The symbols of operators '+' and '-' has been swapped i.e you need to perform subtraction when you see a '+' symbol an... | 0.939062 |
open_orca | open_orca_niv.308961 | [
{
"role": "system",
"content": "You are an AI assistant. Provide a detailed answer so user don’t need to search outside to understand the answer."
},
{
"role": "user",
"content": "Detailed Instructions: In this task you will be given an arithmetic operation and you have to find its answer. The s... | 0.939047 |
open_orca | open_orca_niv.124052 | [
{
"role": "system",
"content": "User will you give you a task with some instruction. Your job is follow the instructions as faithfully as you can. While answering think step-by-step and justify your answer."
},
{
"role": "user",
"content": "In this task you will be given an arithmetic operation ... | 0.939014 |
End of preview. Expand in Data Studio
RDS+ Selected BBH shots 326k
This is the dataset (and associated scores) selected by RDS+ when selecting 326k samples using BBH few-shot samples. For more details, please see the paper Practical Large-Scale Data Selection for Instruction Tuning.
This dataset is selected from Tulu 2 unfiltered, and please see that page for more information on sources.
When finetuning a Llama 2 7b model on this data using the associated codebase and evaluating with the same codebase, the expected results are:
| MMLU | GSM8k | BBH | TydiQA | Codex | Squad | AlpacaEval | Average | |
|---|---|---|---|---|---|---|---|---|
| MMLU shots 326k | 51.69 | 34.04 | 45.30 | 56.07 | 32.43 | 88.75 | 33.09 | 48.77 |
| GSM8K shots 326k | 50.66 | 35.94 | 45.02 | 55.67 | 31.08 | 85.02 | 37.03 | 48.63 |
| BBH shots 326k (this data) | 49.36 | 34.34 | 44.44 | 51.99 | 28.38 | 81.44 | 35.51 | 46.49 |
| TydiQA shots 326k | 50.89 | 14.78 | 45.78 | 57.68 | 27.03 | 88.94 | 29.61 | 44.96 |
| Codex 326k | 47.17 | 35.25 | 45.10 | 52.09 | 33.78 | 83.35 | 45.01 | 48.82 |
| Squad 326k | 51.18 | 12.21 | 42.84 | 57.17 | 26.35 | 87.87 | 31.58 | 44.17 |
| AlpacaFarm 326k | 51.45 | 21.76 | 44.76 | 52.24 | 26.35 | 81.43 | 51.13 | 47.02 |
This is using the following hyperparameters:
- learning_rate: 2e-05
- total_train_batch_size: 128
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.03
- num_epochs: 2.0
License
We are releasing this dataset under the terms of ODC-BY. By using this, you are also bound by the Common Crawl terms of use in respect of the content contained in the dataset. Note that that different licenses apply to subsets of the data. See Tulu 2 unfiltered for details.
Citation
If you find this model or data is useful in your work, please cite it with:
@misc{ivison2025data,
title={{Practical Large-Scale Data Selection for Instruction Tuning}},
author={{Hamish Ivison and Muru Zhang and Faeze Brahman and Pang Wei Koh and Pradeep Dasigi}}
year={2025},
url={https://arxiv.org/abs/2503.01807},
eprint={2503.01807},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
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