Datasets:

keypa
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reaper-calibration

messages listlengths 2 64	category stringclasses 3 values
[ { "role": "user", "content": "Solve the following problem step by step:\n\nNatalia sold clips to 48 of her friends in April, and then she sold half as many clips in May. How many clips did Natalia sell altogether in April and May?" }, { "role": "assistant", "content": "<think>\nNatalia sold 48/2...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nWeng earns $12 an hour for babysitting. Yesterday, she just did 50 minutes of babysitting. How much did she earn?" }, { "role": "assistant", "content": "<think>\nWeng earns 12/60 = $<<12/60=0.2>>0.2 per minute.\nWorking 5...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nBetty is saving money for a new wallet which costs $100. Betty has only half of the money she needs. Her parents decided to give her $15 for that purpose, and her grandparents twice as much as her parents. How much more money does Be...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJulie is reading a 120-page book. Yesterday, she was able to read 12 pages and today, she read twice as many pages as yesterday. If she wants to read half of the remaining pages tomorrow, how many pages should she read?" }, { ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJames writes a 3-page letter to 2 different friends twice a week. How many pages does he write a year?" }, { "role": "assistant", "content": "<think>\nHe writes each friend 32=<<32=6>>6 pages a week\nSo he writes 6*2=<...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nMark has a garden with flowers. He planted plants of three different colors in it. Ten of them are yellow, and there are 80% more of those in purple. There are only 25% as many green flowers as there are yellow and purple flowers. Ho...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nAlbert is wondering how much pizza he can eat in one day. He buys 2 large pizzas and 2 small pizzas. A large pizza has 16 slices and a small pizza has 8 slices. If he eats it all, how many pieces does he eat that day?" }, { "...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nKen created a care package to send to his brother, who was away at boarding school. Ken placed a box on a scale, and then he poured into the box enough jelly beans to bring the weight to 2 pounds. Then, he added enough brownies to ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nAlexis is applying for a new job and bought a new set of business clothes to wear to the interview. She went to a department store with a budget of $200 and spent $30 on a button-up shirt, $46 on suit pants, $38 on a suit coat, $11 o...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nTina makes $18.00 an hour. If she works more than 8 hours per shift, she is eligible for overtime, which is paid by your hourly wage + 1/2 your hourly wage. If she works 10 hours every day for 5 days, how much money does she make?"...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nA deep-sea monster rises from the waters once every hundred years to feast on a ship and sate its hunger. Over three hundred years, it has consumed 847 people. Ships have been built larger over time, so each new ship has twice as man...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nTobias is buying a new pair of shoes that costs $95. He has been saving up his money each month for the past three months. He gets a $5 allowance a month. He also mows lawns and shovels driveways. He charges $15 to mow a lawn and $7 ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nRandy has 60 mango trees on his farm. He also has 5 less than half as many coconut trees as mango trees. How many trees does Randy have in all on his farm?" }, { "role": "assistant", "content": "<think>\nHalf of the numbe...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJasper will serve charcuterie at his dinner party. He buys 2 pounds of cheddar cheese for $10, a pound of cream cheese that cost half the price of the cheddar cheese, and a pack of cold cuts that cost twice the price of the cheddar c...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJoy can read 8 pages of a book in 20 minutes. How many hours will it take her to read 120 pages?" }, { "role": "assistant", "content": "<think>\nIn one hour, there are 3 sets of 20 minutes.\nSo, Joy can read 8 x 3 = <<8*3...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJames creates a media empire. He creates a movie for $2000. Each DVD cost $6 to make. He sells it for 2.5 times that much. He sells 500 movies a day for 5 days a week. How much profit does he make in 20 weeks?" }, { "rol...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nThe profit from a business transaction is shared among 2 business partners, Mike and Johnson in the ratio 2:5 respectively. If Johnson got $2500, how much will Mike have after spending some of his share on a shirt that costs $200?" ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nIn a truck, there are 26 pink hard hats, 15 green hard hats, and 24 yellow hard hats. If Carl takes away 4 pink hard hats, and John takes away 6 pink hard hats and twice as many green hard hats as the number of pink hard hats that h...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nIt takes Roque two hours to walk to work and one hour to ride his bike to work. Roque walks to and from work three times a week and rides his bike to and from work twice a week. How many hours in total does he take to get to and from...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nTim rides his bike back and forth to work for each of his 5 workdays. His work is 20 miles away. He also goes for a weekend bike ride of 200 miles. If he can bike at 25 mph how much time does he spend biking a week?" }, { ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nBella bought stamps at the post office. Some of the stamps had a snowflake design, some had a truck design, and some had a rose design. Bella bought 11 snowflake stamps. She bought 9 more truck stamps than snowflake stamps, and 13 fe...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nEach bird eats 12 beetles per day, each snake eats 3 birds per day, and each jaguar eats 5 snakes per day. If there are 6 jaguars in a forest, how many beetles are eaten each day?" }, { "role": "assistant", "content": "<t...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nSamantha’s last name has three fewer letters than Bobbie’s last name. If Bobbie took two letters off her last name, she would have a last name twice the length of Jamie’s. Jamie’s full name is Jamie Grey. How many letters are in Sama...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nAnn's favorite store was having a summer clearance. For $75 she bought 5 pairs of shorts for $7 each and 2 pairs of shoes for $10 each. She also bought 4 tops, all at the same price. How much did each top cost?" }, { "role": ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nMary does her grocery shopping on Saturday. She does her shopping only at a specific store where she is allowed a credit of $100, which must be paid in full before her next shopping trip. That week she spent the full credit limit and...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nRalph is going to practice playing tennis with a tennis ball machine that shoots out tennis balls for Ralph to hit. He loads up the machine with 175 tennis balls to start with. Out of the first 100 balls, he manages to hit 2/5 of the...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJack is stranded on a desert island. He wants some salt to season his fish. He collects 2 liters of seawater in an old bucket. If the water is 20% salt, how many ml of salt will Jack get when all the water evaporates?" }, { "...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nBrennan was researching his school project and had to download files from the internet to his computer to use for reference. After downloading 800 files, he deleted 70% of them because they were not helpful. He downloaded 400 more fi...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nThere are 5 houses on a street, and each of the first four houses has 3 gnomes in the garden. If there are a total of 20 gnomes on the street, how many gnomes does the fifth house have?" }, { "role": "assistant", "content...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nMrs. Snyder used to spend 40% of her monthly income on rent and utilities. Her salary was recently increased by $600 so now her rent and utilities only amount to 25% of her monthly income. How much was her previous monthly income?" ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nAnn, Bill, Cate, and Dale each buy personal pan pizzas cut into 4 pieces. If Bill and Dale eat 50% of their pizzas and Ann and Cate eat 75% of the pizzas, how many pizza pieces are left uneaten?" }, { "role": "assistant", ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nNoah is a painter. He paints pictures and sells them at the park. He charges $60 for a large painting and $30 for a small painting. Last month he sold eight large paintings and four small paintings. If he sold twice as much this mont...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nA car is driving through a tunnel with many turns. After a while, the car must travel through a ring that requires a total of 4 right-hand turns. After the 1st turn, it travels 5 meters. After the 2nd turn, it travels 8 meters. After...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nTo make pizza, together with other ingredients, Kimber needs 10 cups of water, 16 cups of flour, and 1/2 times as many teaspoons of salt as the number of cups of flour. Calculate the combined total number of cups of water, flour, and...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nMr. Sam shared a certain amount of money between his two sons, Ken and Tony. If Ken got $1750, and Tony got twice as much as Ken, how much was the money shared?" }, { "role": "assistant", "content": "<think>\nTony got twi...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nMr. Sanchez found out that 40% of his Grade 5 students got a final grade below B. How many of his students got a final grade of B and above if he has 60 students in Grade 5?" }, { "role": "assistant", "content": "<think>...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nLisa, Jack, and Tommy earned $60 from washing cars all week. However, half of the $60 was earned by Lisa. Tommy earned half of what Lisa earned. How much more money did Lisa earn than Tommy?" }, { "role": "assistant", "co...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nFive friends eat at a fast-food chain and order the following: 5 pieces of hamburger that cost $3 each; 4 sets of French fries that cost $1.20; 5 cups of soda that cost $0.5 each; and 1 platter of spaghetti that cost $2.7. How much w...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nArtemis is making tea for a party. She knows her mom drinks an 8-ounce cup of tea and uses one ounce of tea. She will use this same ratio for the party. The party has 12 people there and each of them wants a 6-ounce cup of tea. How m...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nAnna goes trick-or-treating in a subdivision where she gets 14 pieces of candy per house. Her brother Billy goes trick-or-tricking in a neighboring subdivision where he gets 11 pieces of candy per house. If the first subdivision has ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nA concert ticket costs $40. Mr. Benson bought 12 tickets and received a 5% discount for every ticket bought that exceeds 10. How much did Mr. Benson pay in all?" }, { "role": "assistant", "content": "<think>\nMr. Benson h...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nRachel and Sara want to attend a beauty and modeling contest. They both want to buy new pairs of shoes and dresses. Sara buys a pair of shoes which costs $50 and a dress which costs $200. How much should Rachel budget if she wants to...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nA family of 12 monkeys collected 10 piles of bananas. 6 piles had 9 hands, with each hand having 14 bananas, while the remaining piles had 12 hands, with each hand having 9 bananas. How many bananas would each monkey get if they divi...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nAn earthquake caused four buildings to collapse. Experts predicted that each following earthquake would have double the number of collapsing buildings as the previous one, since each one would make the foundations less stable. After ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJames is a first-year student at a University in Chicago. He has a budget of $1000 per semester. He spends 30% of his money on food, 15% on accommodation, 25% on entertainment, and the rest on coursework materials. How much money doe...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nIt's Ava's birthday party. Her parents bought a unicorn piñata for $13 and filled it with all of her favorite treats. They bought 4 bags of Reese's for $9 per bag, 3 bags of Snickers for $5 per bag, and 5 bags of Skittles for $7 per ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nCarolyn practices the piano for 20 minutes a day and the violin for three times as long. If she practice six days a week, how many minutes does she spend practicing in a month with four weeks?" }, { "role": "assistant", "...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nThe file, 90 megabytes in size, downloads at the rate of 5 megabytes per second for its first 60 megabytes, and then 10 megabytes per second thereafter. How long, in seconds, does it take to download entirely?" }, { "role": "...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nSam memorized six more digits of pi than Carlos memorized. Mina memorized six times as many digits of pi as Carlos memorized. If Mina memorized 24 digits of pi, how many digits did Sam memorize?" }, { "role": "assistant", ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nOn a school trip to the seashore, Alan and his friends collected shells. Alan collected four times as many shells as Ben did. Ben got a late start and only collected a third of what Laurie did. If Laurie collected 36 shells how many ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nGerald spends $100 a month on baseball supplies. His season is 4 months long. He wants to use the months he's not playing baseball to save up by raking, shoveling, and mowing lawns. He charges $10 for each. How many chores does he ne...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nAnn is cutting fabric to make curtains. She cuts a 4 foot by 6 foot rectangle for the living room, and a 2 foot by 4 foot rectangle for the bedroom. If the bolt of fabric is 16 feet by 12 feet, how much fabric is left in square feet?...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nArnel had ten boxes of pencils with the same number of pencils in each box. He kept ten pencils and shared the remaining pencils equally with his five friends. If his friends got eight pencils each, how many pencils are in each box?...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nCaleb bought 10 cartons of ice cream and 4 cartons of frozen yoghurt. Each carton of ice cream cost $4 and each carton of frozen yoghurt cost $1. How much more did Caleb spend on ice cream than on frozen yoghurt?" }, { "role"...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nLeah earned $28 working odd jobs around the neighborhood. She spent a seventh of it on a milkshake and put half of the rest in her savings account. She left the remaining money in her wallet. Her dog got ahold of her wallet and shred...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nThere are 25 roses in a garden. There are 40 tulips. There are 35 daisies. What percentage of flowers are not roses?" }, { "role": "assistant", "content": "<think>\nThere are 25+40+35=<<25+40+35=100>>100 flowers total.\nT...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nLeo's assignment was divided into three parts. He finished the first part of his assignment in 25 minutes. It took him twice as long to finish the second part. If he was able to finish his assignment in 2 hours, how many minutes did ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nLiza bought 10 kilograms of butter to make cookies. She used one-half of it for chocolate chip cookies, one-fifth of it for peanut butter cookies, and one-third of the remaining butter for sugar cookies. How many kilograms of butter ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nA Statistics student wants to find out the average daily allowance of the middle school students. According to his survey, 2/3 of the students receive an average of $6 allowance per day while the rest gets an average of $4 a day. If ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nEvery hour Joanne has to collect the coins out of the fountain inside the mall. During the first hour, she collected 15 coins. For the next two hours, she collected 35 coins from the fountain. In the fourth hour, she collected 50 coi...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJerry’s two daughters play softball on different teams. They each have 8 games this season. Each team practices 4 hours for every game they play. If each game lasts for 2 hours, how many hours will Jerry spend at the field watching h...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nA bear is preparing to hibernate for the winter and needs to gain 1000 pounds. At the end of summer, the bear feasts on berries and small woodland animals. During autumn, it devours acorns and salmon. It gained a fifth of the weight ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nThere are 290 liters of oil in 24 cans. If 10 of the cans are holding 8 liters each, how much oil is each of the remaining cans holding?" }, { "role": "assistant", "content": "<think>\n10 cans are holding 8 liters each fo...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nShawna's workout goal is 30 situps. On Monday, Shawna was only able to do 12 situps, so she decided that she would make up for the rest on Tuesday. However, she was only able to do 19 situps on Tuesday. How many situps would Shawna h...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJames earns $20 an hour while working at his main job. He earns 20% less while working his second job. He works 30 hours at his main job and half that much at his second job. How much does he earn per week?" }, { "role": "...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nLee mows one lawn and charges $33. Last week he mowed 16 lawns and three customers each gave him a $10 tip. How many dollars did Lee earn mowing lawns last week?" }, { "role": "assistant", "content": "<think>\n33 * 16 = $...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nTara has been planning to buy a laptop which costs $1000. A computer shop accepts payment in installments of $65 per month provided that a 20% down payment is made. If Tara wants to pay an additional $20 for the down payment, how muc...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJesse and Mia are competing in a week long race. They have one week to run 30 miles. On the first three days Jesse averages (2/3) of a mile. On day four she runs 10 miles. Mia averages 3 miles a day over the first 4 days. What is the...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nThe ratio of coins that Elsa has to that which Amalie has is 10:45. If the total number of coins they have is 440, and Amalie spends 3/4 of what she has on toys, how many will she remain with?" }, { "role": "assistant", "...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nCarly collected 7 starfish with 5 arms each and one seastar with 14 arms. How many arms do the animals she collected have in total?" }, { "role": "assistant", "content": "<think>\nFirst find the total number of starfish a...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nTim has 30 less apples than Martha, and Harry has half as many apples as Tim. If Martha has 68 apples, how many apples does Harry have?" }, { "role": "assistant", "content": "<think>\nTim has 68-30 = <<68-30=38>>38 apples...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nAt a flea market, Hillary sells handmade crafts for 12 dollars per craft. Today, Hillary sells 3 crafts and is given an extra 7 dollars from an appreciative customer. Later on, Hillary deposits 18 dollars from today's profits into he...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nNancy is filling an aquarium for her fish. She fills it halfway and goes to answer the door. While she's gone, her cat knocks the aquarium over and spills half the water in it. Then Nancy comes back and triples the amount of water in...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nIt is Roger’s turn to provide a snack for the baseball team after the game and he has decided to bring trail mix. The trail mix comes in packs of 6 individual pouches. Roger has 13 members on his baseball team, plus 3 coaches and 2 h...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nFour people lost a total of 103 kilograms of weight. The first person lost 27 kilograms. The second person lost 7 kilograms less than the first person. The two remaining people lost the same amount. How many kilograms did each of the...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nDale and Andrew had breakfast at a cafe. A slice of toast costs £1, and eggs cost £3 each. Dale had 2 slices of toast and 2 eggs. Andrew had 1 slice of toast and 2 eggs. How much did their breakfast cost?" }, { "role": "assis...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nA garden produced 237 potatoes, 60 fewer cucumbers and twice as many peppers than the cucumbers. How many vegetables did the garden produce?" }, { "role": "assistant", "content": "<think>\nThe garden produced 237 potatoes...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nA boxer weighs 97 kg at 4 months from a fight. He is on a diet that allows him to lose 3 kg per month until the day of the fight. How much will he weigh on the day of the fight?" }, { "role": "assistant", "content": "<thi...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nManny had 3 birthday cookie pies to share with his 24 classmates and his teacher, Mr. Keith. If each of the cookie pies were cut into 10 slices and Manny, his classmates, and Mr. Keith all had 1 piece, how many slices are left?" ...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJames spends 40 years teaching. His partner has been teaching for 10 years less. How long is their combined experience?" }, { "role": "assistant", "content": "<think>\nHis partner has been teaching for 40-10=<<40-10=30>...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJennifer purchased 40 cans of milk at the store before meeting her classmate Mark, who was also buying milk. Jennifer bought 6 additional cans for every 5 cans Mark bought. If Mark purchased 50 cans, how many cans of milk did Jennife...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nSam and Jeff had a skipping competition at recess. The competition was split into four rounds. Sam completed 1 more skip than Jeff in the first round. Jeff skipped 3 fewer times than Sam in the second round. Jeff skipped 4 more times...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nIrene earns $500 if she works for 40 hours a week and gets an extra $20 for every hour of overtime. If she worked 50 hours last week, calculate her total income." }, { "role": "assistant", "content": "<think>\nIf Irene wo...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nPaityn has 20 red hats and 24 blue hats. Her friend Zola has 4/5 times as many red hats as she has and twice the number of blue hats. If they combine all the hats together and share them equally between themselves, calculate the numb...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nHans booked a room in a hotel. The hotel has 10 floors with 10 identical rooms on each floor. Because of an accident, the last floor is unavailable for the guests. Considering there are no other guests, in how many different rooms co...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nFour classmates were comparing their ages based on their birth month. They found out that Jolyn is 2 months older than Therese while Therese is 5 months older than Aivo. Then, Leon is 2 months older than Aivo. How much older in month...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nPeter goes to the store to buy a soda. The soda costs $.25 an ounce. He brought $2 with him and leaves with $.50. How many ounces of soda did he buy?" }, { "role": "assistant", "content": "<think>\nHe spend $1.5 on soda b...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJohn's cow weighs 400 pounds. It increased its weight to 1.5 times its starting weight. He is able to sell the cow for $3 per pound. How much more is it worth after gaining the weight?" }, { "role": "assistant", "conte...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nBrandon sold 86 geckos last year. He sold twice that many the year before. How many geckos has Brandon sold in the last two years?" }, { "role": "assistant", "content": "<think>\nLast year: 86 geckos\n2 years ago: 86(2)=1...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nKrystian works in the library. He borrows an average of 40 books every day. Every Friday, his number of borrowed books is about 40% higher than the daily average. How many books does he borrow in a week if the library is open from Mo...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nHerman likes to feed the birds in December, January and February. He feeds them 1/2 cup in the morning and 1/2 cup in the afternoon. How many cups of food will he need for all three months?" }, { "role": "assistant", "c...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJohn works a job that offers performance bonuses. He makes $80 a day and works for 8 hours. He has the option of working hard to earn the performance bonus of an extra $20 a day, but the extra effort results in a 2-hour longer work...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nSally and Bob have made plans to go on a trip at the end of the year. They both decide to work as babysitters and save half of what they've earned for their trip. If Sally makes $6 per day and Bob makes $4 per day, how much money wil...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJohn orders food for a massive restaurant. He orders 1000 pounds of beef for $8 per pound. He also orders twice that much chicken at $3 per pound. How much did everything cost?" }, { "role": "assistant", "content": "<t...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJohn writes 20 pages a day. How long will it take him to write 3 books that are 400 pages each?" }, { "role": "assistant", "content": "<think>\nHe wants to write 3400=<<3400=1200>>1200 pages\nSo it will take him 1200/2...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nAlice has 20 quarters. She wants to exchange them for nickels and so she goes to the bank. After getting back from the bank, she discovers that 20% of the nickels are iron nickels worth $3 each. What is the total value of her money n...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nJames has a rainwater collection barrel. For each inch of rain he collects 15 gallons. On Monday it rained 4 inches and on Tuesday it rained 3 inches. He can sell water for $1.2 per gallon. How much money did he make from selling...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nNancy, the librarian, is shelving books from the cart. She shelved 12 history books, 8 romance books, and 4 poetry books from the top section of the cart. Half the books on the bottom section of the cart were mystery books, which she...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nHector purchased a container of gumballs. He gave 4 to Todd, then he gave twice as many as he had given Todd to Alisha, and then he gave 5 less than four times as many to Bobby as he had given to Alisha. If Hector had 6 gumballs re...	math
[ { "role": "user", "content": "Solve the following problem step by step:\n\nGail has two fish tanks. The first tank is twice the size of the second tank. There are 48 gallons of water in the first tank. She follows the rule of one gallon of water per inch of fish. If she keeps two-inch fish in the second tan...	math

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REAPER Calibration Dataset

Multi-scale calibration dataset for GRPO-based pruning of DeepSeek V4 Pro, generated by the REAPER pipeline.

100 % real data — no synthetic samples at any scale.

Configs

Config	Samples	Domain Split	Purpose
`seed-10k`	10 000	50 % math, 30 % code, 20 % agentic	Quick proto / pipeline validation
`specialist-300k`	300 000	50 % math, 30 % code, 20 % agentic	Per-domain specialist training
`production-800k`	800 000	50 % math, 30 % code, 20 % agentic	Full production alignment

Composition

All samples are drawn exclusively from real datasets. No synthetic fallback was needed.

Math (50 %) — Chain-of-Thought reasoning

Tier	Dataset	Rows	Covers
1	GSM8K	2 000 (capped)	Grade-school word problems
2	qwedsacf/competition_math	12 500 (capped)	MATH competition problems
3	HuggingFaceH4/MATH-500	500 (capped)	AIME / Olympiad hard problems
4	AI-MO/NuminaMath-CoT	860 000	Multi-source math (K–12 to Olympiad) in chat format

Code (30 %) — Systems-programming analysis

Tier	Dataset	Rows	Languages
1	meryyllebr543/stack-edu-huggingface	Rust 1.1M / C++ 16.2M / C 5.8M	`rust`, `cpp`, `c` per-language configs

Agentic (20 %) — Multi-turn tool-use traces

Tier	Dataset	Rows	Details
1	gijl/AgentTrove	1.7M	Linux terminal task-solving trajectories, 100 % multi-turn, avg 9.8 turns

Schema

Each line in the JSONL file is a JSON object with:

Field	Type	Description
`messages`	`list[dict]`	Chat-format messages with `role` (`user`/`assistant`) and `content`
`category`	`str`	One of `math`, `code`, `agentic`

{
  "messages": [
    {"role": "user", "content": "Solve: ..."},
    {"role": "assistant", "content": "<think>...</think>\nThe answer is ..."}
  ],
  "category": "math"
}

Loading

from datasets import load_dataset

# Pick a config
ds = load_dataset("keypa/reaper-calibration", "seed-10k", split="train")

# Or load a specific JSONL directly
# ds = load_dataset("json", data_files="hf://datasets/keypa/reaper-calibration/data/seed-10k/train.jsonl")