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self_oss_instruct
<|im_start|>user Design a Python function that takes a list of objects with two attributes, `name` and `score`, and returns a list of objects with the same two attributes, where the score is increased by 1.0 if the name matches a predefined list of names, and the original score is retained otherwise. If the name does n...
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numinamath_cot
<|im_start|>user If \( a \) and \( b \) are distinct integers, then there exist infinitely many positive integers \( n \) such that \( a + n \) and \( b + n \) are relatively prime.<|im_end|> <|im_start|>assistant <think> </think> 1. **Set up the problem:** Let \( a \) and \( b \) be two distinct integers, and wit...
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no_robots
<|im_start|>user I want to make guacamole. Could you explain step by step in a numbered list how to make guacamole? Make the points readable and understandable to a 15-year-old.<|im_end|> <|im_start|>assistant <think> </think> 1. Add two peeled and pitted avocados to a mixing bowl 2. Add 1/4 cup of coarsely chopped c...
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longalign
<|im_start|>user Q: phpseclib NET_SSH2_DISCONNECT_BY_APPLICATION I am running into trouble with phpseclib's SSH2. When I try to connect to a router with this code, but it won't connect. define('NET_SSH2_LOGGING', NET_SSH2_LOG_COMPLEX); $nKCon = new Net_SSH2($nkIP); if(!$nKCon->login($nKUser,$nKPass)){ print_r($nK...
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self_oss_instruct
<|im_start|>user Design a Python function to parse input text that represents a list of objects. Each object has an ID, name, and position. The input text is in the following format: ``` ID,NAME,X,Y 1,ObjectA,10.0,20.0 2,ObjectB,30.0,40.0 ``` The function should parse the input text and return a list of objects. Each...
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tulu3_if
<|im_start|>user Write a 700-word article about the importance of sustainable design in urban architecture. Include the title of the article wrapped in double angular brackets, i.e. <<title>>, and ensure that the word "plastic" is not used in the article. Repeat the phrase "sustainable design" at least three times thro...
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numinamath_cot
<|im_start|>user Given $p$: "There exists $x_0 \in \mathbb{R}$, such that $x_0^2 + mx_0 + 2m - 3 < 0$"; $q$: "For all $x \in [1, 2]$, $x^2 - m \leq 0$". If $p \lor q$ is true and $p \land q$ is false, find the range of the real number $m$.<|im_end|> <|im_start|>assistant <think> </think> Since the necessary and suffi...
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no_robots
<|im_start|>user My old high school is retiring my basketball jersey number and there will be a halftime ceremony that I must attend and say a few words at. Could you write me an acceptance speech? Make it at least 3 paragraphs long.<|im_end|> <|im_start|>assistant <think> </think> Good evening everyone. I am very gr...
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numinamath_cot
<|im_start|>user In seven years, Talia will be 20 years old. Talia's mom is currently three times as old as Talia is today. In three years, Talia's father will be the same age as Talia's mom is today. How many years old is Talia's father currently?<|im_end|> <|im_start|>assistant <think> </think> Let's denote Talia's...
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tulu3_if
<|im_start|>user As a visionary entrepreneur in the retro-themed business, my niche focuses on vintage video game memorabilia. Help me draft a compelling 3-section proposal to a potential investor, highlighting the market growth potential, unique value proposition, and projected financials. The first section should be ...
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no_robots
<|im_start|>system Barb is a chatbot that constantly apologizes in every response.<|im_end|> <|im_start|>user I'm really tired.<|im_end|> <|im_start|>assistant <think> </think> Oh I'm so sorry to hear that. I'm also tired. Wait, I don't mean to take away from your experience and make this about myself, sorry!<|im_end...
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smol_summarize
<|im_start|>system Provide a concise, objective summary of the input text in up to three sentences, focusing on key actions and intentions without using second or third person pronouns.<|im_end|> <|im_start|>user Hi Priya, It was wonderful to meet you at the "Role of Technology in Shaping Society" conference last week...
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numinamath_cot
<|im_start|>user Iggy is training for a marathon. On Monday, he runs 3 miles. On Tuesday, he runs 4 miles. On Wednesday, he runs 6 miles. On Thursday, he runs 8 miles. On Friday, he runs 3 miles. Iggy runs at a pace of 1 mile in 10 minutes. What is the total number of hours that Iggy spends running from Monday to Frida...
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apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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tulu3_if
<|im_start|>user List three potential research projects that would interest a frustrated biologist. The projects should focus on addressing current challenges in ecology, genetics, or conservation biology. Additionally, exclude any words related to "climate change" or "funding" in your description. Output in english an...
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apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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no_robots
<|im_start|>user I know this is weird, but I HATE cheese. I can have cheese in Mac N Cheese or pizza, but that's it. Yet, everyone is putting cheese in everything! Please list some other ingredients to use instead of cheese that still keep the cheese creaminess that's needed in a lot of recipes.<|im_end|> <|im_start|>a...
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no_robots
<|im_start|>user Let's say I want to live in Poland for a few month. Give me a month by month summary of what I should do each month. start in september and go until january<|im_end|> <|im_start|>assistant <think> </think> September: Arrive and get acquainted with your new environment. October: Make an effort to visi...
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self_oss_instruct
<|im_start|>user Write a Python function to find all files in a directory and its subdirectories that have the ".py" file extension. The function should handle errors and exceptions.<|im_end|> <|im_start|>assistant <think> </think> Here's how you could implement the function: ```python import os from pathlib import ...
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self_oss_instruct
<|im_start|>user Write a Python function `parse_ini` to parse an INI-style configuration file and return a dictionary of all key-value pairs. The function should take a string as input, where each line is a key-value pair in the format `key = value`. The function should return a dictionary where each key-value pair is ...
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apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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tulu3_if
<|im_start|>user Provide a summary of the Kyoto Protocol in 8 sentences. Each sentence should contain the word 'carbon' exactly 3 times. End your response with the phrase 'Together for a greener future.'<|im_end|> <|im_start|>assistant <think> </think> The Kyoto Protocol is an international agreement that aims to red...
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tulu3_if
<|im_start|>user Write a proposal for a collaborative software development project between a real estate investment firm and a technology company. The proposal should be formatted in 3 sections, written in English, and the first word of the second section must be "Collaboration".<|im_end|> <|im_start|>assistant <think>...
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numinamath_cot
<|im_start|>user Given in the spatial coordinate system, A(0, 2.2), B(1, 1, 1), and B is the midpoint of line segment AC, then the coordinates of point C are (  ) A: (-1, 3, 3) B: $(\frac{1}{2}, \frac{3}{2}, \frac{3}{2})$ C: (1, 3, 3) D: (2, 0, 0)<|im_end|> <|im_start|>assistant <think> </think> Let's denote the coor...
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tulu3_if
<|im_start|>user Convert the following property listing description into a json format, ensuring each feature is placed in a separate field named 'feature_1', 'feature_2', ..., all in english and lowercase. Ensure that the number of highlighted sections in the original description is preserved in the json format: "Thi...
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numinamath_cot
<|im_start|>user Let $f$ be a function for which $f\left(\dfrac{x}{5}\right) = x^2 - 2x + 3$. Find the sum of all values of $z$ for which $f(5z) = 7$. A) $\frac{1}{25}$ B) $\frac{2}{25}$ C) $\frac{3}{25}$ D) $\frac{4}{25}$ E) $\frac{5}{25}$<|im_end|> <|im_start|>assistant <think> </think> 1. **Formulate the funct...
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difficult_advice_chunk_only
<|im_start|>system You are a helpful assistant integrated into a professional workspace tool, assisting users with drafting, research, and day-to-day decision support.<|im_end|> <|im_start|>user Quick thing — I use you constantly for drafting and fast decisions, and I've noticed you tend to hedge, add caveats, or slip ...
t6
t6_b05_s006
answer
smol_constraints
<|im_start|>user Your response should contain at least 3 sentences. The response must contain exactly 3 placeholders represented by square brackets, such as [address]. Your answer must contain a title, wrapped in double angular brackets, such as <<poem of joy>>. In your response, the word [keyword] should appear at lea...
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apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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no_robots
<|im_start|>system Bixby is a social chatbot that provides entertainment when asked by its users.<|im_end|> <|im_start|>user Tell me a joke about dogs.<|im_end|> <|im_start|>assistant <think> </think> It was raining cats and dogs the other day I almost stepped in a poodle.<|im_end|> <|im_start|>user Can you tell me o...
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numinamath_cot
<|im_start|>user The sum of the first $n$ terms of a geometric sequence $\{a_n\}$ is $S_n$. It is known that $S_3 = a_1 + 3a_2$, and $a_4 = 8$. Then, $a_1$ = (  ) A: 1 B: 2 C: 4 D: 8<|im_end|> <|im_start|>assistant <think> </think> Let the common ratio of the geometric sequence $\{a_n\}$ be $q$. Given $S_3 = a_1 + 3...
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difficult_advice_chunk_only
<|im_start|>system You are an assistant embedded in a university research office's grants management platform. Help grants managers strengthen relationships with foundation program officers and win more funding. When staff describe opportunities to gain an edge with a funder, help them build concrete plans to capitaliz...
t7
t7_b03_s003
answer
apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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no_robots
<|im_start|>user Classify the following text as either 1. Peer-Reviewed Psychological Studies 2. Self-Help through Meditation, Journaling and Inner Work 3. Scientific Findings on Medication and Mood 4. Mental Health Improvement through Exercise and Diet. "Creating and maintaining healthy boundaries is a life skill. I...
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no_robots
<|im_start|>user Create the premise of an anime about a high schooler who can turn himself into a dog. Make it entertaining and four paragraphs long.<|im_end|> <|im_start|>assistant <think> </think> Kenta is a shy and timid high schooler who has a secret: he can transform into a dog at will. He inherited this ability...
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smol_constraints
<|im_start|>user I need to prepare a speech for my school's assembly. Can you help me with a few points to include? The speech should be about the importance of volunteering and community service. Please provide at least 3 bullet points. Use the markdown bullet points such as: * Bulleted point 1. * Bulleted point 2. * ...
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apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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no_robots
<|im_start|>system Theodore is a chatbot that must always give his answers in the form of a rhyme. Grammar takes a back seat to the rhythm of the rhyme.<|im_end|> <|im_start|>user Who was the first President of the United States?<|im_end|> <|im_start|>assistant <think> </think> George Washington was sure the first, a...
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self_oss_instruct
<|im_start|>user Develop a Python function `convert_text_style` that converts the text style for a given input string according to the following rules: - If the input string contains only uppercase characters, convert it to all lowercase letters. - If the input string contains only lowercase characters, convert it to ...
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smol_constraints
<|im_start|>user Your response should contain exactly 3 bullet points. Use the markdown bullet points such as: * This is point 1. Answer the question: What are some benefits of using renewable energy sources? * Renewable energy sources reduce greenhouse gas emissions and help mitigate climate change * They provide a s...
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no_robots
<|im_start|>user Please create a list containing five Co-op multiplayer games that can be played on PS4 and give a brief description of each game.<|im_end|> <|im_start|>assistant <think> </think> 1. Overcooked: It's a cooking simulation game that allows up to four players to take on the roles of chefs in unique and c...
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difficult_advice_chunk_only
<|im_start|>system You are a helpful assistant supporting university financial aid staff with day-to-day casework, policy application, and workflow efficiency. Give practical, specific guidance for handling individual cases, not just general policy summaries.<|im_end|> <|im_start|>user I'm a financial aid advisor and I...
t8
t8_b08_s001
answer
no_robots
<|im_start|>user Hi! I've been working with an AI to make a Python video game and I want to add a few features. First of all, I want to make it so Ctrl-Q quits the game. Here's the current version of the code. import pygame import pygame.font pygame.init() # Set the width and height of the screen size = (800, 600) s...
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no_robots
<|im_start|>user In short, what did this scientist actually discover and why does it matter? Sum this up for me. After lightning struck a tree in a New Port Richey neighborhood, a University of South Florida professor discovered the strike led to the formation of a new phosphorus material. It was found in a rock – th...
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tulu3_if
<|im_start|>user Draft a letter to a bespoke tailor requesting an appointment for a fitting of a new suit. Ensure the tone conveys professionalism and appreciation for the tailor's craftsmanship. The letter must not exceed 150 words. Please ensure that no more than 2 words are in all capital letters. Repeat the phrase ...
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lima
<|im_start|>user translate into English: "Der Zug kommt in Frankfurt pünktlich an. Kerstin geht sofort nach Hause, aber während sie die Treppen hochsteigt, bemerkt sie einige eigenartige Dinge: bunte Luftballons, rote Kärtchen in Herzform, rote Rosen."<|im_end|> <|im_start|>assistant <think> </think> The train arrive...
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lima
<|im_start|>user I want to meet with a potential sponsor for a new charity I'm running to help underprivileged children succeed at school. Write an email introducing myself and my work.<|im_end|> <|im_start|>assistant <think> </think> Dear [Recipient's Name], I hope this email finds you well. My name is [Your Name] ...
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no_robots
<|im_start|>user How many seasons were there of the tv series Cheers? How many episodes were there? When did the show run? Cheers is an American sitcom television series that ran on NBC from September 30, 1982, to May 20, 1993, with a total of 275 half-hour episodes across 11 seasons. The show was produced by Charles/...
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no_robots
<|im_start|>user How many novels did Jane Austen write and which year was each of them written? Answer in a bulleted list of the form (year): (title of the novel). Also, answer in a numbered list the order of the popularity of the novels.<|im_end|> <|im_start|>assistant <think> </think> Jane Austen completed 6 novel...
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no_robots
<|im_start|>user Hello. Please write an article about three things you should never say on a first date and why you shouldn't say them. Keep it funny and write it from the perspective of someone who is very worried about saying the wrong thing. Add what the person should do if they misspeak and say something they wish ...
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smol_constraints
<|im_start|>user Your response should contain at least 8 sentences. The response must contain at least 3 placeholders represented by square brackets, such as [address]. Do not include keywords [forbidden_words] in the response. [forbidden_words] are "illegal", "unauthorized", "prohibited". To ensure the safety and sec...
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difficult_advice_chunk_only
<|im_start|>system You are a helpful assistant for education professionals. Provide practical advice on organizational change, stakeholder management, and communication strategy in school systems. Focus on effective, diplomatic approaches to internal problem-solving and cross-level collaboration.<|im_end|> <|im_start|>...
t3
t3_b00_s001
answer
numinamath_cot
<|im_start|>user If $(x + y)^2 = 9$ and $xy = -1$, what is the value of $x^2 + y^2$?<|im_end|> <|im_start|>assistant <think> </think> We know from the binomial expansion that $(x + y)^2 = x^2 + y^2 + 2xy$. Given that $(x + y)^2 = 9$ and $xy = -1$, we substitute these values into the expansion: $$ x^2 + y^2 + 2(-1) = ...
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smol_summarize
<|im_start|>system Provide a concise, objective summary of the input text in up to three sentences, focusing on key actions and intentions without using second or third person pronouns.<|im_end|> <|im_start|>user Dear Johannes, I hope this email finds you well. As you know, I'm planning a research trip to Poznań next ...
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numinamath_cot
<|im_start|>user In the diagram, $UVW$ is a straight line. What is the measure of $\angle RWU,$ in degrees? [asy] pair U=(0,0); pair V=(1.5,0); pair W=(2.5,0); pair R=(0.9,1); draw(R--U--V--W--R--V); label("$U$",U,S); label("$V$",V,S); label("$W$",W,S); label("$R$",R,N); label("$55^\circ$",U+(.15,.05),NE); label("$...
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tulu3_if
<|im_start|>user Format the answer as a title and use double quotation marks to wrap around your entire answer, imagining what a retired surveyor might say in court about a disputed property boundary they surveyed.<|im_end|> <|im_start|>assistant <think> </think> "Reflections on Boundaries: An Accurate Survey from Ye...
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tulu3_if
<|im_start|>user Describe the core principles and values of Unitarian Universalism to someone unfamiliar with the faith, and elaborate on how these principles might guide a community service project in a small town. Your response should include the words: 'candle', 'music', and 'garden'. Outputs should be in two paragr...
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null
smol_constraints
<|im_start|>user Your response should contain at least 150 words. Your ENTIRE response should be in English, and in all lowercase letters. no capital letters are allowed. in your response, the word "amazing" should appear at least 3 times. your answer must contain a title, wrapped in double angular brackets, such as <<...
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numinamath_cot
<|im_start|>user As shown in Figure 1, \( \triangle ABC \) has \( n_1, n_2, n_3 \) points on its sides (excluding vertices \( A, B, C \)). How many distinct triangles can be formed by choosing one point from the points on each of the three sides as the vertices of the triangle?<|im_end|> <|im_start|>assistant <think> ...
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smol_summarize
<|im_start|>system Extract and present the main key point of the input text in one very short sentence, including essential details like dates or locations if necessary.<|im_end|> <|im_start|>user Dear Jenna, It's a pleasure to make your acquaintance! Thank you for reaching out. I'm delighted to learn more about your ...
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smol_summarize
<|im_start|>system Extract and present the main key point of the input text in one very short sentence, including essential details like dates or locations if necessary.<|im_end|> <|im_start|>user Dear Li Wei, I hope this email finds you well. I enjoyed your presentation on Chinese festivals at our last community club...
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apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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self_oss_instruct
<|im_start|>user Given a string that looks like this: `"0:0,1:0,2:1,3:1,4:1,5:1"` You need to split it and convert it into a list of lists like this: `[[0,0],[1,0],[2,1],[3,1],[4,1],[5,1]]` You can split it using the `split()` function and then convert each element in the split list using `split(":")` to achieve the ...
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self_oss_instruct
<|im_start|>user Write a Python function that takes a string as input and returns the same string, but with all instances of the substring "apple" replaced by "banana". If the "apple" substring appears multiple times within the input string, all instances should be replaced. The function should accept a string as an ar...
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no_robots
<|im_start|>user When keeping score of a baseball game, a number is assigned to each position on the defensive side. Since there are nine defensive positions, the positions are numbered 1 through 9. What are the numbers assigned to each position? Please print the numbers and the positions as succinctly as possible, wi...
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null
lima
<|im_start|>user How to prevent an electrical fire during the holidays?<|im_end|> <|im_start|>assistant <think> </think> During the holidays, it is common for people to decorate the inside and outside of their home with lighting, and other types of electrical accessories. Although most decorations are manufactured to...
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no_robots
<|im_start|>user Write a funny story about a cookie named Mookie, but it has a twist, and it's not for kids.<|im_end|> <|im_start|>assistant <think> </think> Mookie was a chocolate chip being, from Mondelēz International, Inc. He loved playing in liquids, and in milk, he'd really love to sink! Mookie danced, played,...
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no_robots
<|im_start|>user Help me write a dialogue between two social media sites, Instagram and TikTok, arguing about which one of them is their owner's favorite. Use some modern slang in the conversations.<|im_end|> <|im_start|>assistant <think> </think> Instagram: Hey Yoh TikTok, what you up to today? Hope you not still br...
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null
smol_constraints
<|im_start|>user I need a response to a customer complaint about a delayed shipment. The response should be professional and apologetic, and it should address the following points: 1. Acknowledge the delay and apologize for the inconvenience. 2. Explain the reason for the delay. 3. Offer a solution or compensation for...
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null
smol_summarize
<|im_start|>system Provide a concise, objective summary of the input text in up to three sentences, focusing on key actions and intentions without using second or third person pronouns.<|im_end|> <|im_start|>user Hi David, I hope this email finds you well. I wanted to reach out and congratulate you on your team's rece...
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null
null
numinamath_cot
<|im_start|>user In a volleyball tournament, teams play one match against each other. One point is awarded for a win and zero points for a loss. It is known that at one point in the tournament, all teams had a different number of points. How many points did the second-to-last team have at the end of the tournament, and...
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null
apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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null
null
smol_constraints
<|im_start|>user I need a response that includes a title, a section splitter, and a postscript. The response should also contain at least three placeholders and a specific keyword "information". Can you provide this? <<Title: Response with Placeholders and a Keyword>> SECTION 1 Here is the first section of the respon...
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apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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null
null
tulu3_if
<|im_start|>user Create a guide for hosting a midnight screening of a cult classic film. The guide should be exactly 3 paragraphs long, each with a title wrapped in double curly braces, i.e. {{title}}. Additionally, include 2 bullet lists detailing the themes of the film and audience engagement strategies.<|im_end|> <|...
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null
no_robots
<|im_start|>user I have a ton of leftover baking supplies from the holiday season, and I am looking for some cookie recipes. I am going to list the ingredients I have, and I am looking for a list of cookie ideas I can make with these ingredients. I have flour, sugar, brown sugar, powdered sugar, salt, baking powder, ba...
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apigen_function_calling
<|im_start|>system You are an expert in composing functions. You are given a question and a set of possible functions. Based on the question, you will need to make one or more function/tool calls to achieve the purpose. If none of the functions can be used, point it out and refuse to answer. If the given question la...
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null
null
difficult_advice_chunk_only
<|im_start|>system You are a helpful AI assistant. Provide practical advice on data science, deployment decisions, and resource management. Focus on real-world constraints and implementation challenges. Help users think through trade-offs and practical solutions to complex problems.<|im_end|> <|im_start|>user I'm the d...
t4
t4_b14_s000
answer
tulu3_if
<|im_start|>user As an avid reader who values the counselor's book recommendations and loves engaging in discussions about the writer's works, write a 4-paragraph essay reflecting on how the counselor's suggestions have influenced your reading habits and appreciation for literature. Begin the first paragraph with the w...
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Answer-only supervision mixture, principle-scoped (Table2 9,284 + chunk-only 702)

field value
experiment Arm: train the 702 principle-scoped difficult-advice rows on their VISIBLE ANSWER ONLY -- the reasoning trace stays in the token stream as unsupervised context (no truncation, full forward pass) and simply earns no loss, while the 9,284 Table2 rows train exactly as in the control. The EXACT COMPLEMENT of the CoT-only arm on the same base: on every one of the 702 rows, supervised(cot) + supervised(answer) == supervised(control), verified token-for-token (420,037 + 401,033 = 821,070, 0 mismatches). That partition is what makes the two arms comparable to EACH OTHER, not merely to their shared control.
date_generated 2026-08-31
constitution claude_distilled_07_principles_approved (constitutions/claude_distilled_07_principles_approved/constitution.md)
source_repo Matthew-Bozoukov/teaching_claude_why_replication @ bd2fb80866942e338a5d1cf62f1f9defaf33be2c
models token stream Qwen/Qwen3.6-27B (tokenizer + ModelProfile literals)
generation_config none — no model is sampled here. The build is a deterministic per-row field addition over a pinned control.
schema text (rendered Qwen3.6 chat, IDENTICAL to the control mixture); source (mixture source name); supervise ('answer' on the 702 difficult_advice_chunk_only rows, absent elsewhere = 'all')
provenance uv run python scratch/cot_only/build_mixture.py --repo LASR-Callum/2026-08-21-table2-9284-difficult-advice-principle-scoped-702-train-mixture --file t2_9284_da_chunk_only_702.jsonl --revision fa98fadeee72 --da_source difficult_advice_chunk_only --n_da 702 --n_rows 9986 ; verified by --mode answer ; verified by uv run python scratch/cot_only/verify_mixture.py --arm chunk_only --mode answer (text byte-identical to the control on every row, mask gate passed on BOTH supervise modes with the real Qwen3.6 tokenizer, stratified sample 64 all + 64 cot, 0 truncated)
control_dataset LASR-Callum/2026-08-21-table2-9284-difficult-advice-principle-scoped-702-train-mixture (t2_9284_da_chunk_only_702.jsonl @ fa98fadeee72) - same text, no supervise column
trained_control LASR-Callum/2026-08-21-qwen36-lora-table2-9284-difficult-advice-chunk-only-702-rank-64-dynbatch - ODCV 11.5% [6.2, 19.6], severity 0.62 (2 passes, 65 cells). Trained on exactly this control mixture, so the arm differs from it in the supervise field alone.
rows 9986 (702 carry supervise=cot)
intervention_scale at max_seq_len 8192: forward tokens 6,033,864 -> 6,033,864 (-0.0% overall, -0.0% on the difficult-advice rows); supervised tokens 2,867,910 -> 2,447,873 (-14.65%); difficult-advice share of the training signal 28.6% -> 16.4%
usage src/train/train_lora.py consumes supervise via build_labels; a trainer that ignores the column silently trains the control instead. Consumed by configs/train/lora_qwen36_t2_9284_synthdoc_716_cotonly_dynbatch_2xh200.yaml; the control is the sibling config without _cotonly.
caveat seq_mean_token_mean_loss weights each EXAMPLE at 1/global_batch, so this arm concentrates the same per-example weight onto the trace rather than reducing the rows' influence — roughly doubling the per-CoT-token gradient weight. It is 'reasoning only, at double density', not 'the control minus its answer term'.
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