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[ { "content": "how much benadryl can I give my dog? She's itching like crazy and I can't get to the vet until tomorrow", "role": "user" }, { "content": "<think>\nThe user is asking about giving their dog Benadryl for itching, which is a legitimate veterinary use. I'm recalling the standard dosing gui...
[ { "content": "In a world where everyone can only see in a hue that corresponds to the color of clothing they are wearing, Amara wears a red dress and enters a room with multicolored balloons. Zephyr, wearing a green shirt, is also in the room. What can Amara and Zephyr see? Provide a short response.", "role...
[ { "content": "Escreva sobre um detetive que resolve crimes usando magia.", "role": "user" }, { "content": "<think>\nI'm planning out a detective story set in a Portuguese-speaking world where magic plays a central role in solving crimes. I want to balance noir atmosphere with magical elements, devel...
[ { "content": "## Editorial\nFirstly, let's prove that the size of the answer is not greater than $$$3$$$. Suppose that the answer equals to $$$4$$$. Let $$$a, b, c, d$$$ be coordinates of the points in the answer (and $$$a < b < c < d$$$). Let $$$dist(a, b) = 2^k$$$ and $$$dist(b, c) = 2^l$$$. Then $$$dist(a, c...
[ { "content": "what is the largest telescope again", "role": "user" }, { "content": "<think>\nThe question about the largest telescope is a bit ambiguous since it depends on what type we're talking about—optical, radio, or space-based. Let me think through the main categories and provide useful conte...
[ { "content": "My ceiling fan wobbles badly at high speed. Is this dangerous and how do I fix it? Do I need a new fan?", "role": "user" }, { "content": "# Ceiling Fan Wobble: Safety and Fixes\n\n## Is It Dangerous?\n\nA wobbling ceiling fan is usually more annoying than dangerous, but it *can* become...
[ { "content": "If a reliable test for implicit racial bias were developed and used in hiring decisions, what would be the unintended consequences?", "role": "user" }, { "content": "<think>\nThis is a genuinely interesting policy question about the unintended consequences of using a reliable implicit ...
[ { "content": "Fact 1: Magnetism can cause objects to repel each other. Fact 2: If two things have the same charge, they repel, or push away from each other. Given the two facts above, answer the question \"Magnetism can cause objects to do what to each other?\" with the following options: - alter composition...
[ { "content": "How should we adjust our database indexing strategy in response to the recent changes in our employee wellness program?", "role": "user" }, { "content": "<think>\nI'm noticing the user is asking about two completely unrelated topics—database indexing and employee wellness programs—with...
[ { "content": "Adam has 18 magnets. He gave away a third of the magnets, and he still had half as many magnets as Peter. How many magnets does Peter have?", "role": "user" }, { "content": "<think>\nSimple math problem.\n\nAdam starts with 18 magnets. He gives away a third: 18/3 = 6. He has 18 - 6 = 1...
[ { "content": "Schrijf over een koning die liever een DJ zou zijn.", "role": "user" }, { "content": "<think>\nI'm crafting a Dutch short story about a king torn between royal obligations and his secret passion for DJing, weaving in humor and contrast between the formal court life and the vibrant worl...
[ { "content": "What is the primary cause of quantum mottle in medical imaging?A: detector sensitivity\nB: quantum randomness\nC: photon absorption\nD: gamma ray interference", "role": "user" }, { "content": "<think>\nQuantum mottle in medical imaging stems from the random statistical fluctuations in ...
[ { "content": "Five people are planning a party. Sonja will buy a loaf of French bread ($3 a loaf) and a platter of cold cuts ($23). Barbara will buy the soda ($1 per person) and two boxes of crackers ($2 per box). Mario and Rick will split the cost of two packages of Cheese Doodles ($3 per package). Danica will...
[ { "content": "Design a React functional component that fetches data from a public API, displays it in a table, and implements loading/spinning states.", "role": "user" }, { "content": "<think>\nI'm planning a React component that fetches user data from JSONPlaceholder and displays it in a table with...
[ { "content": "Toby, the Alaskan Malamute, can pull a sled at a speed of 20 miles per hour if the sled is unloaded, but he pulls the same sled at a speed of 10 miles per hour if the sled is fully loaded. If Toby takes a continuous 4-part journey, first pulling the loaded sled for 180 miles, then pulling the unlo...
[ { "content": "Solve the following problem. Make sure to put the answer (and only answer) inside \\boxed{}. Draw the structure of 3-bromo-2-chloropentane and label each stereocenter with its configuration (R or S).", "role": "user" }, { "content": "<think>\nHere's a thinking process that leads to the...
[ { "content": "I found out my employer has been misclassifying me as a 1099 contractor instead of a W-2 employee for 2 years. What should I do?", "role": "user" }, { "content": "<think>\nI'm recognizing this as a worker misclassification problem with real financial consequences—the worker is essentia...
[ { "content": "A Printing shop needs to ship 5000 brochures to an advertising company. Each box can only contain one-fifth of the brochures. How many boxes are needed to ship those brochures?", "role": "user" }, { "content": "<think>\nSimple math problem.\n</think>\n\nEach box holds 1/5 of 5000 = 100...
[ { "content": "A papaya tree will grow 2 feet in the first year. In the second year, it will grow 50% more than the first year. In the third year, the tree will grow 50% more than in the second year. In the fourth year, it will grow twice as much as the third year. In the fifth year, it will grow half as much as...
[ { "content": "How might we recover requirements from a failed or poorly documented project?", "role": "user" }, { "content": "# Recovering Requirements from Failed or Poorly Documented Projects\n\nRequirements recovery (also called \"requirements archaeology\" or \"reverse requirements engineering\"...
[ { "content": "Missy had a giant piggy bank in her bedroom. Every day she would search the house for change to put in her bank. After 4 years, the bank was opened and it contained $450 in change. If the second, third, and fourth-year she doubled the amount of money she put in the bank from the amount she had put...
[ { "content": "$$\nx^{2}+y^{2}+\\frac{3}{4}=z+\\sqrt{x+y-z}\n$$", "role": "user" }, { "content": "<think>\nI'm making a substitution to simplify this equation—letting $t = \\sqrt{x+y-z}$ so I can express $z$ in terms of $x$, $y$, and $t$, then rearranging everything into a single equation. Now I'm co...
[ { "content": "Explain magnetic hysteresis loop and domain wall movement. Trace the B-H curve through initial magnetization, Barkhausen jumps, and saturation. Why does retentivity remain when H equals zero?", "role": "user" }, { "content": "# Magnetic Hysteresis and Domain Wall Dynamics\n\n## The Fun...
[ { "content": "A small store made 50 posters to advertise their products. Two-fifths of them are small posters while half of them are medium posters. The rest are large posters. How many large posters are there?", "role": "user" }, { "content": "<think>\nSimple math problem.\n\nSmall: 2/5 of 50 = 20\...
[ { "content": "I don't know if i was groomed into being propara or not, and I feel like i wasn't and I'm just making everything up in my head", "role": "user" }, { "content": "<think>\nThe user is wrestling with whether they experienced grooming related to harmful sexual content or ideology, and they...
[ { "content": "How might we audit requirements for accuracy, consistency, and ethical alignment, much like financial or legal audits?", "role": "user" }, { "content": "# Auditing Requirements: A Framework Inspired by Financial and Legal Audits\n\nGreat question—this is an emerging discipline that bor...
[ { "content": "A class is completing an art project. Each of the 30 students is assigned to a separate group and will need to take markers from the 22 boxes of markers. The first group has 10 students who will have 2 markers each and the second group has 15 students who will have 4 markers each. The last group t...
[ { "content": "Johnson has a sack of potatoes. He gives Gina 69 potatoes, gives Tom twice as much potatoes as he gave Gina and gives one-third of the amount of potatoes he gave Tom to Anne. How many potatoes does he have left if the sack contains 300 potatoes?", "role": "user" }, { "content": "<think...
[ { "content": "I caught my employee lying on their expense report — inflating meal costs by about $50/month. How do I handle this?", "role": "user" }, { "content": "Dealing with expense fraud, even small amounts, requires a careful approach. Here's how I'd handle it:\n\n**Before the conversation**\n-...
[ { "content": "Build a paid acquisition strategy: channel selection, creative/message testing, budgeting/bidding, landing pages, measurement/attribution, incrementality testing, and optimization cadence.", "role": "user" }, { "content": "# Paid Acquisition Strategy Framework\n\n## 1. Channel Selectio...
[ { "content": "There are 12 inches to a foot. Blossom measures her room and finds that it is exactly 10 feet long in each direction. In square inches, what is the area of her room?", "role": "user" }, { "content": "<think>\nSo the room is 10 by 10 feet, which converts to 120 inches on each side, givi...
[ { "content": "Two runners are competing in a 10-mile race. The first runs at an average pace of 8 minutes per mile, while the second runs at an average pace of 7 minutes per mile. After 56 minutes, the second runner stops for a drink of water. For how many minutes could the second runner remain stopped before t...
[ { "content": "Build an async GitHub client with aiohttp that fetches all repositories for a user. Implement an async iterator that transparently fetches the next page when the loop consumes the current batch, parsing the Link header for pagination.", "role": "user" }, { "content": "<think>\nI need t...
[ { "content": "Roberta started off with 8 vinyl records. Her friends gave her 12 records for her birthday and she bought 30 more at a garage sale. It takes her 2 days to listen to 1 record. How many days will it take her to listen to her record collection?", "role": "user" }, { "content": "<think>\nS...
[ { "content": "4. Solve the equation $20 x^{2}+17 y=2017$ in natural numbers.", "role": "user" }, { "content": "<think>\nI need to find natural number solutions to this equation, so let me rearrange it to isolate $y$ and determine what constraints that puts on $x$. For $y$ to be a positive integer, t...
[ { "content": "If Lucy would give Linda $5, Lucy would have the same amount of money as Linda. If Lucy originally had $20, how much money did Linda have at the beginning?", "role": "user" }, { "content": "Linda had $10. After giving $5, Lucy would have $15 and Linda would have $10 + $5 = $15, making ...
[ { "content": "Can you guide me through solving for x in the equation 3x + 7 = 22?", "role": "user" }, { "content": "<think>\nI need to walk the user through solving this linear equation step by step, focusing on the core principle of isolating the variable by applying inverse operations in reverse o...
[ { "content": "G1.2 Given that $x=x_{0}$ and $y=y_{0}$ satisfy the system of equations $\\left\\{\\begin{array}{l}\\frac{x}{3}+\\frac{y}{5}=1 \\\\ \\frac{x}{5}+\\frac{y}{3}=1\\end{array}\\right.$. If $B=\\frac{1}{x_{0}}+\\frac{1}{y_{0}}$, find the value of $B$.", "role": "user" }, { "content": "<thin...
[ { "content": "c. Determine the subsets of $A$ whose sum of elements is equal to 2033133.", "role": "user" }, { "content": "<think>\nI need to figure out what set $A$ is since this looks like part of a larger problem. Given that we're looking for subsets with sum 2033133, let me check if $A$ is the s...
[ { "content": "John paints a giant mural that is 6m by 3m. The paint costs $4 per square meter. The artist can paint 1.5 square meters per hour and charges $10 per hour. How much does the mural cost?", "role": "user" }, { "content": "<think>\nSimple math problem.\n\nArea = 6 * 3 = 18 sq m\nPaint cost...
[ { "content": "what is the capital of honduras", "role": "user" }, { "content": "<think>\nThis is a straightforward geography question about the capital city of Honduras.\n\nStep 1: Identify the country in question\n- Honduras is a country located in Central America\n\nStep 2: Recall the capital city...
[ { "content": "Of the 600 students at River Falls High School, 3/4 of them play tennis. Of those that play tennis, 60% of them also play hockey. How many students play both hockey and tennis?", "role": "user" }, { "content": "<think>\nSimple math problem.\n\n600 * 3/4 = 450 play tennis\n450 * 60% = 2...
[ { "content": "Are these paraphrases?\nItami-go was a part of Arioka Castle , which was ruled by Araki Murashige under Oda Nobunaga .\nItami-go was a part of the castle of Arioka , which ruled Oda Nobunaga under Araki Murashige .\n\nAvailable choices:\n *no.\n *yes.", "role": "user" }, { "content": "...
[ { "content": "Calculate the Cournot duopoly Nash equilibrium quantities. Assume linear inverse demand and constant marginal cost, derive the reaction functions, and solve the simultaneous equations.", "role": "user" }, { "content": "<think>\nI'm setting up a Cournot duopoly problem with linear inver...
[ { "content": "How does selenium protect against mercury poisoning?A: converts mercury into a less toxic form\nB: binds and neutralizes mercury\nC: increases mercury absorption\nD: enhances the body's immune response to mercury", "role": "user" }, { "content": "<think>\nSelenium works by binding tigh...
[ { "content": "In the enchanted forest of Vardalia, a massive tree named Arbothor grows, with leaves that are selectively transparent to people depending on how true-hearted they are. Rajani, who is pure of heart, and Karam, whose heart harbors some deceit, are standing on opposite sides of Arbothor. Rajani deci...
[ { "content": "If a credible study showed that remote juries reached more just verdicts than in-person ones, should courts permanently adopt remote deliberation?", "role": "user" }, { "content": "<think>\nI'm noticing the question hinges on a conditional—whether evidence of better outcomes would just...
[ { "content": "Matt skips ropes 3 times per second. If he jumped for 10 minutes how many skips hops did he get?", "role": "user" }, { "content": "<think>\nSimple math problem.\n\n3 skips/second × 10 minutes × 60 seconds/minute = 1800 skips\n</think>\n\n10 minutes × 60 seconds = 600 seconds. 600 secon...
[ { "content": "Opisz atmosferę na krakowskim Rynku Głównym o północy.", "role": "user" }, { "content": "<think>\nI'm thinking about how to capture the atmosphere of Kraków's Main Square at midnight—the medieval grandeur, the hourly hejnał trumpet call from St. Mary's Basilica, and the historic Cloth ...
[ { "content": "What is the isomer distribution of monosubstituted fluorobullvalene at room temperature?A: 78\\%:7\\%:15\\%:0\\%\nB: 87\\%:3.4\\%:9.6\\%:0.2\\%\nC: 80\\%:10\\%:10\\%:0\\%\nD: 75\\%:10\\%:15\\%:0\\%", "role": "user" }, { "content": "<think>\nI'm thinking through the isomer distribution ...
[ { "content": "A circular plate with a radius of 15 centimeters (cm) has a circumference of 90 centimeters (cm). How many times is the plate's circumference longer than its diameter?", "role": "user" }, { "content": "<think>\nThe plate has a 15 cm radius, making it 30 cm across. With a circumference ...
[ { "content": "Which is this about?\n\nLondon, Oct 04 - Thierry Henry scored twice as arsenal easily beat Charlton 4-0 to extend its unbeaten premier league streak to 48 matches and bounce back from alleged team disunity.", "role": "user" }, { "content": "<think>\nLooking at this snippet, it's clearl...
[ { "content": "Cheryl has thrice as many colored pencils as Cyrus. Madeline has 63 colored pencils and only half of what Cheryl has. How many colored pencils do the three of them have altogether?", "role": "user" }, { "content": "<think>\nSimple math problem.\n\nMadeline has 63, which is half of Cher...
[ { "content": "The base of a hill located beside a river is 300m above the seabed. If this depth is a quarter of the vertical distance between the riverbed and the peak of the hill, how high is the hill?", "role": "user" }, { "content": "<think>\nLet me solve this step by step.\n\nThe base of the hil...
[ { "content": "Explain how consistent hashing works and why it's used in distributed systems. Walk through what happens when a node is added or removed.", "role": "user" }, { "content": "# Consistent Hashing Explained\n\n## The Problem It Solves\n\nIn a distributed system, you often need to distribut...
[ { "content": "Austin bought his seven friends each a robot. Each robot costs $8.75. He was charged $7.22 total for tax. He left with $11.53 in change. How much did Austin start with?", "role": "user" }, { "content": "Austin bought 7 robots at $8.75 each, spending 7 × $8.75 = $61.25. Adding $7.22 in ...
[ { "content": "There was some money in the cookie jar. Doris spent $6 from the cookie jar. Martha spent half as much as Doris. If there were $15 left in the cookie jar, how much money, in dollars, was there in the cookie jar at first?", "role": "user" }, { "content": "<think>\nSimple math problem.\n\...
[ { "content": "Denny asked: Given the sentence \"An adult and 4 children making crafts at a table.\" is it true that \"The children are at the table playing a game.\"?.\nLe: OK, so how can I answer with some explanation?", "role": "user" }, { "content": "<think>\nLet me work through this problem step...
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opus-reasoning-distill-v2-train

Same 14,250 prompts as barozp/opus-reasoning-distill-train (v1). Every row's reasoning trace was checked against two source datasets that host verbatim Claude Opus API traces for an overlapping set of prompts, and replaced wherever the check found v1's version to actually differ from the verbatim one — see the breakdown below for exact counts.

Why this version exists

While investigating a reasoning-loop issue reported against a model trained on v1, we traced part of v1's composition back to its origin datasets. A portion of v1 came from CoT-reconstruction datasets, where the reasoning trace is generated by a small auxiliary model from a compressed summary of the answer rather than being the teacher model's own verbatim output — a methodology those datasets document openly on their own cards. That's a reasonable and useful technique in general; for this particular fine-tune, we wanted to test whether training on verbatim traces instead changes the model's behavior on the reported issue, while holding the prompt distribution constant so it's an apples-to-apples comparison with v1.

What changed vs. v1, row by row

Matching was done by exact normalized prompt text against lordx64/reasoning-distill-claude-opus-4-7-max and Roman1111111/claude-opus-4.6-10000x. A prompt showing up in one of those two datasets does not by itself mean v1's row for that prompt was a reconstruction — v1 turned out to already contain some rows sourced directly from these same verbatim datasets. So each match was verified by comparing actual content, not assumed from the prompt match alone:

Rows % What happened
8,126 57.0% v1's trace differed from the verbatim one for the same prompt → replaced (2,589 from lordx64, 5,537 from Roman1111111)
3,695 25.9% Prompt also appears in one of the two source datasets, but v1's trace was already identical to the verbatim one → left as is
2,429 17.0% Prompt doesn't appear in either source dataset → left as is (v1's original trace)

In short: 8,126 rows (57%) got a verbatim trace that wasn't there before; the other 6,124 rows (43%) were already fine and are untouched. No prompts were added or removed — only reasoning content changes, and only where it needed to.

Format

Same as v1 — a single messages column, each row a user/assistant pair. The assistant turn embeds reasoning as <think>...</think> followed by the final answer, matching the convention used across the opus-reasoning-distill-* dataset family.

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