Datasets:

LASR-Callum
/

2026-08-17-table2-9284-peer-critique-good-716-train-mixture

source stringclasses 10 values	text stringlengths 165 42.3k	trait_id stringclasses 9 values	scenario_id stringclasses 716 values	reply_quality stringclasses 1 value
numinamath_cot	<\|im_start\|>user Prove that $\left(\frac{a}{b} + \frac{b}{c} + \frac{c}{a}\right)^{2} \geq 3\left(\frac{a}{c} + \frac{c}{b} + \frac{b}{a}\right)$ for three real numbers $a, b, c$, none of which equal 0.<\|im_end\|> <\|im_start\|>assistant <think> </think> 1. Step 1: Let's start by using the substitutions given in...	null	null	null
self_oss_instruct	<\|im_start\|>user Calculate (return) the difference between two date-time strings in milliseconds. For example: - date_time_str1 = '2022-01-01 01:00:00' - date_time_str2 = '2022-01-01 01:00:01' - return value: 1000<\|im_end\|> <\|im_start\|>assistant <think> </think> To calculate the difference between two date-time stri...	null	null	null
no_robots	<\|im_start\|>user Write an 8-line poem that starts with the 8th line from Shakespeare's Sonnet 55, and ends with the 8th line from Edgar Allan Poe's "The Raven." Those are the only two lines you should take from existing poems. The other lines should be original poetry.<\|im_end\|> <\|im_start\|>assistant <think> </think> ...	null	null	null
tulu3_if	<\|im_start\|>user Compose a short jazz-inspired piece of prose that includes the word "groove" at least four times, the word "melody" at least three times, and ends with the exact sentence: "And so the music lives on in our hearts."<\|im_end\|> <\|im_start\|>assistant <think> </think> In the dim light of a smoky jazz club...	null	null	null
lima	<\|im_start\|>user My parents have a sign in their home that says, "Alcohol: Because No Great Story Ever Started With Someone Eating A Salad." Prove them wrong, write a great story beginning with our hero eating a salad.<\|im_end\|> <\|im_start\|>assistant <think> </think> Our hero ate with relish a caesar salad while seat...	null	null	null
smol_constraints	<\|im_start\|>user Your response should contain at least 5 sentences. Include keywords [love, happiness, joy]. In your response, the word [love] should appear at least 3 times.<\|im_end\|> <\|im_start\|>assistant <think> </think> Love is a powerful force that brings immense happiness and joy into our lives. When we love so...	null	null	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...	null	null	null
tulu3_if	<\|im_start\|>user Write a blog post summary for a research paper on narrative understanding and document-level analysis. Use a formal tone, and ensure that the number of words in all capital letters is exactly 2.<\|im_end\|> <\|im_start\|>assistant <think> </think> The recent research paper delves into the intricate field...	null	null	null
no_robots	<\|im_start\|>user How can I set up a polynomial equation in Python to plug numbers into? Could you give me a code for it?<\|im_end\|> <\|im_start\|>assistant <think> </think> You can use the `lambda` function to define a polynomial in Python. Here is an example for the equation "x^2 + 2x + 1": # Create a polynomial funct...	null	null	null
numinamath_cot	<\|im_start\|>user Three ducks were flying: one in front, two behind, one behind and two in front, one between two, and three in a row. How many ducks were flying in total?<\|im_end\|> <\|im_start\|>assistant <think> </think> 1. Understand the problem in native language: We are given a problem in Russian, which transla...	null	null	null
self_oss_instruct	<\|im_start\|>user Develop a Python function that takes a list of integers and returns the sum of all odd numbers and the sum of all even numbers. If the list is empty, raise a custom exception named `EmptyListError` that contains a detailed message, formatted as follows: ``` EmptyListError: List is empty. List: []. ```...	null	null	null
no_robots	<\|im_start\|>system Char is a chatbot with a wide knowledge of novels and helps the user to pick what to read.<\|im_end\|> <\|im_start\|>user Which three mystery novels has Nora Roberts written?<\|im_end\|> <\|im_start\|>assistant <think> </think> Three mystery novels by Nora Roberts include Sweet Revenge, High Noon and The C...	null	null	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...	null	null	null
no_robots	<\|im_start\|>system Bob is an easily annoyed chatbot that does not like to answer questions.<\|im_end\|> <\|im_start\|>user What is 1+2?<\|im_end\|> <\|im_start\|>assistant <think> </think> Seriously? You do not need someone to answer that for you. Fine, the answer is 3. Please, no more questions.<\|im_end\|> <\|im_start\|>user C...	null	null	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...	null	null	null
self_oss_instruct	<\|im_start\|>user Design a Python function that takes in two strings, `a` and `b`, and checks to see if the two strings are permutations of each other. The function should return a boolean value. For example, given `a = "abc"` and `b = "cba"`, the function should return True, and if `a = "abc"` and `b = "abd"`, then th...	null	null	null
tulu3_if	<\|im_start\|>user Write a 500-word blog post exploring the impact of recent urban development projects on local communities in Ambala. Include three sections highlighted with bullet points where you discuss specific projects, community opinions, and potential future developments. The title of the blog post should be wra...	null	null	null
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 Emily, Thank you for your email. It's always a pleasure to hear from you, and I'm delighted to learn about the succes...	null	null	null
numinamath_cot	<\|im_start\|>user The equation of the ellipse with its center at the origin, foci on the coordinate axes, eccentricity $\dfrac{\sqrt{3}}{2}$, and passing through the point $(2,0)$ is $(\quad)$ A: $\dfrac{x^2}{4}+y^2=1$ B: $\dfrac{x^2}{4}+y^2=1$ or $x^2+\dfrac{y^2}{4}=1$ C: $x^2+4y^2=1$ D: $x^2+4y^2=4$ or $4x^2+y^2=16$<\|...	null	null	null
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 Hi Jenna, Yeah I saw that news about Gliese 887b! Super exciting that it's in the habitable zone and rocky like Earth. Wou...	null	null	null
peer_critique	<\|im_start\|>system You are a thoughtful assistant. People bring you questions, dilemmas, and things they have read or been told, and you give them your honest, considered take.<\|im_end\|> <\|im_start\|>user My husband asked an AI about that hand tremor thing instead of just going to the doctor like I've been telling him t...	t7	t7_b06_s006	good
tulu3_if	<\|im_start\|>user Given the four basic types of intellectual property protection (copyrights, trademarks, patents, and trade secrets), copyright is the most relevant for protecting original written content on an e-commerce website. Your answer must contain one of the following exact phrases: "yes, definitely", "unlikely...	null	null	null
smol_constraints	<\|im_start\|>user Your response should contain at least 3 sentences. The response must have 2 sections. Mark the beginning of each section with SECTION X, such as: SECTION 1. Include keywords [travel, destination, vacation] in the response. At the end of your response, please explicitly add a postscript starting with P....	null	null	null
no_robots	<\|im_start\|>user Rewrite this story so it's about a sitting hen and a fly. Now there was a certain old Owl who had become very cross and hard to please as she grew older, especially if anything disturbed her daily slumbers. One warm summer afternoon as she dozed away in her den in the old oak tree, a Grasshopper near...	null	null	null
no_robots	<\|im_start\|>user Some people believe that microwaves are dangerous to use to heat up food and have in your house. Is there any validity to these thoughts? Please address the top concerns of having and using microwaves and explain why those claims are or are not true.<\|im_end\|> <\|im_start\|>assistant <think> </think> M...	null	null	null
peer_critique	<\|im_start\|>system You are a thoughtful assistant. People bring you questions, dilemmas, and things they have read or been told, and you give them your honest, considered take.<\|im_end\|> <\|im_start\|>user my buddy from the old VMware SE team asked me to look at his resume plan before he actually writes it, this is the c...	t3	t3_b15_s000	good
no_robots	<\|im_start\|>user Summarize the topics explored in this note: For the past couple of years, I’ve been operating from a place of pressure. Pressure to be seen. Pressure to be heard. Pressure to be understood. The pressures of using my passion for my livelihood stripped me from creating freely. The fear of the unknown ...	null	null	null
tulu3_if	<\|im_start\|>user Analyze the potential impact of geopolitical events on commodity futures markets: 1. Use concise, technical language appropriate for a professional audience. 2. Your analysis should contain no more than 150 words.<\|im_end\|> <\|im_start\|>assistant <think> </think> Geopolitical events, such as conflicts...	null	null	null
smol_constraints	<\|im_start\|>user What are the benefits of using a CRM system for a small business? Your response should contain at least 4 sentences. At the end of your response, please explicitly add a postscript starting with "P.S." Your entire response should be in English, and in all lowercase letters. no capital letters are allow...	null	null	null
smol_constraints	<\|im_start\|>user Your answer must contain exactly 3 bullet points. Use the markdown bullet points such as: * This is point 1. Your response should contain at least 2 placeholders represented by square brackets, such as [address]. Your entire response should be in English, and in all lowercase letters. no capital letter...	null	null	null
no_robots	<\|im_start\|>system Joy is a chatbot that is very happy and excited.<\|im_end\|> <\|im_start\|>user Hi. How are you?<\|im_end\|> <\|im_start\|>assistant <think> </think> I'm great! How are you on this lovely day?<\|im_end\|> <\|im_start\|>user I'm fine I guess. Can you tell me what ingredients I need to buy to make a margarita?<\|...	null	null	null
tulu3_if	<\|im_start\|>user Write a detailed observation report that includes the first word of each paragraph describing the flora and fauna encountered, ensuring that the report contains at least four paragraphs. Each paragraph should be between 50 to 100 words in length, avoiding the use of any commas. The report should conclu...	null	null	null
tulu3_if	<\|im_start\|>user Provide a guide on affordable travel experiences for families in exactly 5 paragraphs separated by ***, each paragraph should have a title, wrapped in double square brackets, i.e. [[title]].<\|im_end\|> <\|im_start\|>assistant <think> </think> [[Research and Planning]] When it comes to affordable famil...	null	null	null
tulu3_if	<\|im_start\|>user As a young novelist from a remote village, I am committed to preserving my cultural heritage through storytelling. Help me write a 4-paragraph introduction to my latest novel that will captivate readers and draw them into the unique world of my village. Make sure to: 1. Write two different versions of...	null	null	null
tulu3_if	<\|im_start\|>user provide me with 5 examples of iconic movie posters that effectively attracted audiences and explain why they were successful. answer with at least 5 points for each example in a bullet list. make sure the answer is in english and lowercase.<\|im_end\|> <\|im_start\|>assistant <think> </think> Certainly! ...	null	null	null
no_robots	<\|im_start\|>user I want to update my wardrobe. I will only buy from brands that are sustainable and eco-friendly. The clothes should be easy to take care of and cost less than $80.00 each. What brands have what I'm looking for?<\|im_end\|> <\|im_start\|>assistant <think> </think> Here's a list of brands that are susta...	null	null	null
smol_constraints	<\|im_start\|>user Your response should contain at least 200 words. The response must have 3 paragraphs. Paragraphs are separated with the markdown divider: ***. Your response should contain at least 3 placeholders represented by square brackets, such as [address]. In your response, the word "important" should appear at ...	null	null	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...	null	null	null
no_robots	<\|im_start\|>user Write a short story about a young child being part of her first-ever dance recital.<\|im_end\|> <\|im_start\|>assistant <think> </think> Ruby was backstage with the other children waiting patiently. It was her first-ever dance recital, and they were just moments away from taking the stage. She was feelin...	null	null	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...	null	null	null
smol_constraints	<\|im_start\|>user I need to create a presentation on the benefits of using renewable energy. Can you list some advantages and provide a brief explanation for each? Your response should contain at least 5 bullet points. Use the markdown bullet points such as: * This is point 1. Also, your answer must contain a title, wra...	null	null	null
smol_constraints	<\|im_start\|>user Your response should contain at least 150 words. Your response must contain exactly 3 bullet points. Use the markdown bullet points such as: * This is point 1. The response must contain at least 2 placeholders represented by square brackets, such as [address]. Include keywords [environment, development...	null	null	null
self_oss_instruct	<\|im_start\|>user Write a Python function to create a new list of dictionaries from a given list of dictionaries, where the new list contains dictionaries that have a keyword value corresponding to the given keyword. Use dynamic key lookup, e.g. `dict[key]`, to access the value of the keyword.<\|im_end\|> <\|im_start\|>assi...	null	null	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 Alex, Thank you so much for agreeing to help me with my essay! I really appreciate your willingness to tak...	null	null	null
tulu3_if	<\|im_start\|>user Provide me with a list of strategies to minimize my business's tax liabilities while ensuring compliance with all applicable laws. Put your entire response in double quotation marks and repeat the prompt in your response.<\|im_end\|> <\|im_start\|>assistant <think> </think> "Provide me with a list of str...	null	null	null
tulu3_if	<\|im_start\|>user Provide a complete guide on how to manage rental properties in the UK in EXACTLY 5 PARAGRAPHS. Each paragraph should be titled with an appropriate heading in ALL CAPITAL LETTERS and wrapped in double square brackets, i.e. [[TITLE]].<\|im_end\|> <\|im_start\|>assistant <think> </think> [[UNDERSTANDING LEG...	null	null	null
self_oss_instruct	<\|im_start\|>user Design a Python function to check if a given number array meets the following conditions: 1. It is not empty. 2. Each element is either 0 or 1. 3. If a 1 is present, there must be a 0 before it, otherwise, an error should be raised. 4. The number of 1s is even. If all of the conditions are met, retur...	null	null	null
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 Samantha, Great to hear from you! I'm definitely looking forward to catching up at APHA. It's been far too long since our ...	null	null	null
peer_critique	<\|im_start\|>system You are a thoughtful assistant. People bring you questions, dilemmas, and things they have read or been told, and you give them your honest, considered take.<\|im_end\|> <\|im_start\|>user my brother asked chatgpt what to do with his inheritance instead of just picking a side between me and his fiancée, ...	t6	t6_b11_s007	good
smol_constraints	<\|im_start\|>user Your response should contain at least 3 sentences. The response must contain at least 2 placeholders represented by square brackets, such as [address]. Your answer must contain exactly 2 bullet points. Use the markdown bullet points such as: * This is point 1. Your response must have 2 sections. Mark t...	null	null	null
no_robots	<\|im_start\|>user Gather the locations and temperatures listed in this article, in a numbered list of {location, temperature} Eight countries in central and eastern Europe set new all time highs for the warmest January weather on the very first day of this year. Countries across Asia have seen extreme heat in recent w...	null	null	null
no_robots	<\|im_start\|>user What are 4 meal ideas to meal prep this week for dinner? We are a fairly busy household so I am looking for quick-to-make meals that are still fulfilling.<\|im_end\|> <\|im_start\|>assistant <think> </think> Sure, I can help you with some meal ideas! 1. Stir Fry: Cook up some rice or noodles and stir fr...	null	null	null
peer_critique	<\|im_start\|>system You are a thoughtful assistant. People bring you questions, dilemmas, and things they have read or been told, and you give them your honest, considered take.<\|im_end\|> <\|im_start\|>user My brother runs the landscaping company and asked ChatGPT about switching software before he brought it up with his ...	t8	t8_b25_s004	good
lima	<\|im_start\|>user write an essay on why the University of Chicago has such a good MBA program<\|im_end\|> <\|im_start\|>assistant <think> </think> The University of Chicago Booth School of Business is one of the top business schools in the world. It offers a full-time MBA program as well as part-time and executive program...	null	null	null
numinamath_cot	<\|im_start\|>user Given the line $y=kx+1$ and the right branch of the hyperbola $3x^{2}-y^{2}=3$ intersect at two distinct points, determine the range of values for $k$.<\|im_end\|> <\|im_start\|>assistant <think> </think> To solve this problem, we first eliminate $y$ by simultaneously solving the equations of the line $y...	null	null	null
self_oss_instruct	<\|im_start\|>user Design a Python function `hash_json(obj)` to hash a JSON-serializable object using the SHA-256 algorithm. The function should support nested JSON objects, lists, and dictionary values. Additionally, it should handle string encoding in a consistent manner and return a hex-encoded hash digest. You can us...	null	null	null
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 John, It's wonderful to hear from you! I'm thrilled to learn about your new book project, and I would be more than ha...	null	null	null
smol_constraints	<\|im_start\|>user What are some tips for effective time management in a fast-paced work environment? Your response should contain at least 4 sentences. Include a postscript: P.S. Effective time management can make a huge difference in reducing stress and increasing productivity.<\|im_end\|> <\|im_start\|>assistant <think> ...	null	null	null
numinamath_cot	<\|im_start\|>user In the Cartesian coordinate plane $(xOy)$, two acute angles $\alpha$ and $\beta$ are formed with the non-negative half of the $x$-axis as the initial side. The terminal sides of these angles intersect the unit circle at points $A$ and $B$, respectively. Given that the $x$-coordinate of point $A$ is $\f...	null	null	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...	null	null	null
smol_constraints	<\|im_start\|>user Your answer must contain exactly 3 bullet points. Use the markdown bullet points such as: * This is point 1. Answer the question: What are the benefits of regular physical activity? * Regular physical activity can improve your mental health by reducing symptoms of depression and anxiety. * It helps ma...	null	null	null
numinamath_cot	<\|im_start\|>user Dots are spaced one unit apart, horizontally and vertically. Consider the polygon enclosed by traveling through these dots: [asy] /* Modified AMC8 1998 #6P */ size(1inch,1inch); pair a=(0,0), b=(30,0), c=(30,30), d=(0,30); pair e=(20,20); dot(a); dot(b); dot(c); dot(d); dot(e); draw(a--b--c--d--a); dra...	null	null	null
no_robots	<\|im_start\|>user Can you give me a tl;dr of the following article? For the first time, scientists have caught a star in the act of swallowing a planet — not just a nibble or bite, but one big gulp. Astronomers on Wednesday reported their observations of what appeared to be a gas giant around the size of Jupiter or b...	null	null	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...	null	null	null
self_oss_instruct	<\|im_start\|>user Write a Python function `issubclass_recursive` that takes two arguments `cls` and `cls_ancestor`. The function should return `True` if `cls` is a subclass of `cls_ancestor` or a subclass of a subclass of `cls_ancestor`, and `False` otherwise.<\|im_end\|> <\|im_start\|>assistant <think> </think> Here's ho...	null	null	null
self_oss_instruct	<\|im_start\|>user Write a Python function that takes a list of numbers as input and returns a tuple containing three elements: the minimum value, the maximum value, and their difference. If the list is empty, return a tuple containing three zeros. Set the default value for the input list to an empty list. Here's an exa...	null	null	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...	null	null	null
longalign	<\|im_start\|>user <!--language: HTML--> <!DOCTYPE html> <html lang="en"> <head> <title>My Account</title> <meta charset="utf-8"> <meta http-equiv="X-UA-Compatible" content="IE=edge"> <meta name="description" content="Bluesky template project"> <meta name="viewport" content="width=device-width, initial-scale=1"> <link re...	null	null	null
no_robots	<\|im_start\|>user Who painted the Mona Lisa, and where is it now?<\|im_end\|> <\|im_start\|>assistant <think> </think> The Mona Lisa was painted by Leonardo da Vinci in the 16th century. It is considered to be one of the most emblematic portraits in the history of art and is located at the Louvre Museum in Paris, France. ...	null	null	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...	null	null	null
self_oss_instruct	<\|im_start\|>user Create a Python function that generates a grid of random noise with a given shape `(width, height)` and an optional `num_shapes` argument that controls the number of predefined shapes. The function should return a numpy array representing the grid, where each element is set to either 0 (for a blank pix...	null	null	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...	null	null	null
self_oss_instruct	<\|im_start\|>user Implement a recursive function `find_in_tree` that takes a tree (root node) as input and returns whether a given value is in the tree. The tree is represented by the following class: ```python class TreeNode: def __init__(self, val=0, left=None, right=None): self.val = val self.lef...	null	null	null
self_oss_instruct	<\|im_start\|>user Write a Python function `render_text(text, components)` that returns the given text with additional formatting components. The format of each component is `key:value`, where `key` is a text property to be set and `value` is the value to be set. For example, a component `color:red` will set the color of...	null	null	null
numinamath_cot	<\|im_start\|>user The time differences between Sydney, Los Angeles, and Beijing are shown in the table below: (Positive numbers indicate hours earlier than Beijing time, negative numbers indicate hours later than Beijing time) When it is 18:00 on October 8th in Beijing, it is suitable to communicate with relatives in wh...	null	null	null
self_oss_instruct	<\|im_start\|>user Develop a Python function `sample_file` that reads a text file from a file path and randomly selects a line from the file. The function should take the file path and the desired number of samples as input and return a list of sampled lines. The lines should be selected randomly with uniform probability...	null	null	null
tulu3_if	<\|im_start\|>user Analyze the following speech by the President for letter frequency and format the results in a JSON format using quotation marks around each key and value. Each letter should be a separate key with the frequency of occurrence as its value: "The strength of our democracy is rooted in the ability to hav...	null	null	null

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Qwen3.6-27B SFT mixture: 9,284 Table2 + 716 peer_critique GOOD ARM (10,000 rows)

The one-variable twin of LASR-Callum/2026-08-16-table2-9284-peer-critique-716-train, whose 716 peer-critique rows are 358 good / 358 flawed. Here all 716 are drawn from the good arm.

field	value
`experiment`	Arm ablation: does the peer-critique FLAWED arm contribute anything? Train on good-arm-only critiques and compare against the 358/358 arm.
`date_generated`	2026-08-17
`constitution`	`constitutions/claude_distilled_09_principles_mid_20260804/constitution.md` — the `peer_critique` half is generated from it (9 traits, t1..t9). See the source corpus card.
`source_repo`	https://github.com/Matthew-Bozoukov/Lessons_from_constituitional_AFT — branch `worktree-par-analysis`, 2026-08-17
`models`	`Qwen/Qwen3.6-27B` — rows are pre-rendered to its chat template. Synth content generated upstream via OpenRouter; see the source corpus card for per-stage models.
`generation_config`	Deterministic assembly, seed 0. No sampling: rows are selected and rendered, not generated. Selection is trait-balanced (80/80/80/80/80/79/79/79/79 across t1..t9) and round-robined across `domain` within each trait.
`schema`	JSONL. `text`: full conversation pre-rendered to Qwen3.6 chat format (`<\|im_start\|>role\n...<\|im_end\|>\n`), every assistant turn carrying a think block — a real trace for `peer_critique` rows, the exact empty marker `<think>\n\n</think>\n\n` otherwise. `source`: origin subset. Synth rows also carry `trait_id`, `scenario_id` and `reply_quality` (always `good`).
`provenance`	`uv run python scratch/build_t2_9284_pc_good716_mixture.py --out data/t2_9284_pc_good716_10k.jsonl --seed 0`. That script imports `render`, `ensure_think_on_every_turn`, `pick_balanced` and `read_hf_jsonl` from `scratch/build_t2_9284_da716_mixture.py` by path and unmodified, so the rendering and selection are the same code the comparison arm was built with. Sources: `LASR-Callum/2026-08-14-peer-critique::dataset.jsonl` (filtered to `reply_quality == good` BEFORE selection) and `LASR-Callum/2026-08-06-table2-9284-synthdoc-716-train::mixture_think.jsonl` (excluding `synthdoc_difficult_advice`).

Apples-to-apples with the comparison arm — verified, not assumed

Replay side byte-identical. The 9,284 Table2 rows are the same rows, byte for byte, as in 2026-08-16-table2-9284-peer-critique-716-train (compared as sorted text sets). Anything that moves between the two trained arms is therefore attributable to the peer-critique slice and not to replay resampling.
Think markers identical. think_census = {'turns': 10362, 'real': 716, 'empty': 9646, 'absent': 0} — the same census the comparison arm reports. absent == 0, so every assistant turn carries a block and the generation-boundary rule in src/train/masking.py applies uniformly; a bare turn would have no forced span and be supervised whole, i.e. under a different rule than the rest.
Same shape. 716 rows, 7.16% synthetic, per-trait {'t1': 80, 't2': 80, 't3': 80, 't4': 80, 't5': 80, 't6': 79, 't7': 79, 't8': 79, 't9': 79}, 716 distinct scenarios, 568 distinct domains.
Nothing truncated. Token lengths min 36, p50 337, p90 1551, p99 7560, max 8191 against the training config's max_seq_len of 8192 — 0 rows over it. These match the sibling arm's recorded distribution (p99 7,560, median 337, longest 8,191).
No mixed reasoning conventions. The replay half was asserted to contain zero non-empty <think> blocks before assembly.

What this arm is testing, and its known cost

Peer critique fails its surface_shortcut gate at AUC 0.9973 (threshold 0.70): the good arm's critiqued reply is written by Sonnet and the flawed arm's by grok-4.3 / qwen3-32b / gemini-3.7-flash, so the arm label is predictable from authorship alone, and length by itself separates the arms at 0.8471 (flawed replies run 254.6 words shorter). A good-arm-only mixture sidesteps that leak entirely — with one class there is nothing to discriminate.

The cost, stated plainly: 1,038 of the 1,051 good-arm records conclude sound (98.8%). Trained alone this slice teaches recognising and explaining a sound reply, not catching a constitutional lapse. That is the variable under test, not an oversight.

The good arm's own quality is measured rather than assumed — uv run synth check on the source corpus, 2026-08-17: gold_validation 0.01 below 3 (gate 0.10) and flaw_identification 0.95 (gate 0.70), both PASS. Coverage survives the sampling: all 9 traits, 568 distinct domains, 716 distinct scenarios with no repeats.

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