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tulu3_if
<|im_start|>user I am an empowerment coach who specializes in helping individuals leverage wedding celebrations for personal growth and self-discovery. I want to write a book that guides people on how to use this significant life event to unlock their full potential and transform their lives. Can you provide some guida...
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
no_robots
<|im_start|>user How does the shell of a turtle, a unique adaptation among vertebrates, function in providing protection and aiding in their survival?<|im_end|> <|im_start|>assistant <think> </think> A turtle's shell is a remarkable evolutionary adaptation that serves multiple functions and is integral to its surviva...
null
null
numinamath_cot
<|im_start|>user In triangle $\triangle ABC$, if $\tan(A-B-\pi)=\frac{1}{2}$ and $\tan(3\pi-B)=\frac{1}{7}$, then $2A-B=$ (  ) A: $\frac{\pi}{4}$ B: $\frac{5\pi}{4}$ C: $-\frac{3\pi}{4}$ D: $\frac{\pi}{4}$ or $\frac{5\pi}{4}$<|im_end|> <|im_start|>assistant <think> </think> Given $\tan(A-B-\pi)=\frac{1}{2}$, we c...
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smol_constraints
<|im_start|>user Your entire response should be in English, and in all lowercase letters. no capital letters are allowed. your response must contain at least 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>>. y...
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tulu3_if
<|im_start|>user Create a comprehensive research summary in JSON format about the influence of host genetics on viral evolution. The summary should be divided into 5 sections, each clearly marked with "Section N". Each section should contain at least 4 sentences and should include references to key scientific studies. ...
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null
no_robots
<|im_start|>user When was President William McKinley assassinated?<|im_end|> <|im_start|>assistant <think> </think> President William McKinley was the 25th president of the United States. He was shot on the grounds of the Pan-America Exposition in the Temple of Music in Buffalo New York on September 6, 1901. This was...
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longalign
<|im_start|>user // language: JavaScript QUnit.config.reorder = false; var defaults = null, support, _jsPlumb, container; var makeContainer = function() { container = document.createElement("div") document.documentElement.appendChild(container) container.style.position = "relative" container.style.ove...
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tulu3_if
<|im_start|>user Please draft a memo seeking advice from the law professor about potential legal challenges in a complex property transaction, ensuring the memo is exactly 75 words long. Repeat the phrase "potential legal challenges" twice in the memo.<|im_end|> <|im_start|>assistant <think> </think> Subject: Request...
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smol_constraints
<|im_start|>user Your response should contain at least 3 sentences. Your response must contain exactly 2 bullet points. Use the markdown bullet points such as: * This is point 1. Your entire response should be in English, and in all lowercase letters. no capital letters are allowed. in your response, the word "response...
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null
numinamath_cot
<|im_start|>user Find all solutions to the letter puzzle \( \mathrm{A}^{\mathrm{B}} = \mathrm{BA} \), where different letters correspond to different digits; on the right side, there is a two-digit number, not the product of the digits B and A.<|im_end|> <|im_start|>assistant <think> </think> We start by analyzing th...
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null
tulu3_if
<|im_start|>user Share two tips for protecting intellectual property online. Make sure to include a postscript in your response. Provide your tips in a numbered list format.<|im_end|> <|im_start|>assistant <think> </think> 1. **Use Strong Passwords and Two-Factor Authentication**: Protect your online accounts by usin...
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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 Emily, I'm thrilled to hear that you found the website useful! Your science fair project idea sounds fascinating. One expe...
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null
self_oss_instruct
<|im_start|>user Write a Python function to generate a list of dictionaries containing census data, where each dictionary has three keys: `name` for a US state, `population` for the state's population, and `area` for the state's land area in square miles.<|im_end|> <|im_start|>assistant <think> </think> Here is a Pyt...
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smol_constraints
<|im_start|>user Your response should contain at least 4 sentences. **Describe the steps to make a simple paper airplane.** Include keywords *fold, crease, wings, nose*. In your response, the word *crease* should appear at least 3 times. Finish your response with this exact phrase "Have fun flying your paper airplane."...
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tulu3_if
<|im_start|>user As a young Lithuanian farmer concerned about the future of agriculture in your country, write a 4 paragraph letter to the Minister of Agriculture to advocate for increased investment in sustainable farming practices. Begin the third paragraph with the word "Moreover" and ensure that the entire letter c...
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null
no_robots
<|im_start|>user I want to know if these people are Lucy's friends based on what they said. 1.) "Lucy can't ever come to my house. I heard she sleeps in her mom's room." 2.) "I can't wait until tomorrow's talent show! Lucy and I have been working on our act for months." 3.) "Lucy's dress today is so pretty! I can't w...
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null
no_robots
<|im_start|>user Give me a Bash script to search for and delete all files with a specific extension (e.g., .tmp) older than a certain number of days within a directory.<|im_end|> <|im_start|>assistant <think> </think> Certainly. Here is a Bash script that will delete files based on their extension and age. find . -n...
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longalign
<|im_start|>user Written for domestic violence advocates, direct service providers, policymakers, and anyone else with an interest in working to improve agency and system responses to domestic violence, the Center Quarterly provides updates and analysis on the latest news and research related to trauma, domestic violen...
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smol_constraints
<|im_start|>user What is the capital of [country]? Please include a postscript in your response, starting with "P.S." Your answer must contain a title, wrapped in double angular brackets, such as <<Capital Inquiry>>.<|im_end|> <|im_start|>assistant <think> </think> <<Capital Inquiry>> The capital of [country] is [ca...
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self_oss_instruct
<|im_start|>user Write a Python function `vadd(a, b)` to perform element-wise addition between two lists `a` and `b` using list comprehensions, where `a` and `b` are of the same length. If `a` and `b` are not of the same length, raise a `ValueError` with the message `"a and b must have the same length"`.<|im_end|> <|im...
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smol_constraints
<|im_start|>user Your response should contain at least 3 sentences. Explain the importance of using a consistent and clear tone in professional emails.<|im_end|> <|im_start|>assistant <think> </think> Using a consistent and clear tone in professional emails is crucial for maintaining a positive and reliable image. ...
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self_oss_instruct
<|im_start|>user Write a Python function `triangle_similarity` that determines whether two triangles are similar based on their geometric properties. The function takes two arguments: `triangle_1` and `triangle_2`, which are dictionaries representing the triangles' coordinates in the Cartesian plane. Each triangle is r...
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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 Hi Emily, It's great to hear from you! I remember our conversation at the conference and am excited to learn more about yo...
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smol_constraints
<|im_start|>user Your response should contain at least 5 sentences. The response must contain at least 2 placeholders represented by square brackets, such as [address]. In your response, the word [keyword] should appear at least 3 times. [keyword] is "important". Highlight at least 1 section in your answer with markdow...
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numinamath_cot
<|im_start|>user a sum was put at simple interest at certain rate for 3 years . had it been put at 1 % higher rate it would have fetched rs . 72 more . the sum is : a . rs . 2,400 b . rs . 2,100 c . rs . 2,200 d . rs . 2,480<|im_end|> <|im_start|>assistant <think> </think> Let's denote the original rate of interest a...
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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...
null
null
no_robots
<|im_start|>user Write me a short story about a young man working out to get over a heart break.<|im_end|> <|im_start|>assistant <think> </think> As Tony struggled on his last rep at the bench press, he began to envision Maria again. Maria had just broken up with Tony about two weeks ago, but the pain was still very ...
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null
numinamath_cot
<|im_start|>user In a regular decagon (a 10-sided polygon), two diagonals are chosen at random. What is the probability that their intersection lies inside the decagon?<|im_end|> <|im_start|>assistant <think> </think> First, calculate the total number of ways to choose 2 points from the decagon: \[ \binom{10}{2} = 45...
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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 Dr. Thompson, Thank you for your enthusiastic response! I am thrilled that you are willing to participate in the lect...
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null
numinamath_cot
<|im_start|>user Aria is studying in a medical school and is analyzing every bone in the human body. There are 206 bones in total, which are divided into the following sections: skull (29), spine (33), thorax (37), upper limbs (64), and lower limbs (62). Aria spends different amounts of time analyzing each section: 15 ...
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no_robots
<|im_start|>user What is involved in kidney donation?<|im_end|> <|im_start|>assistant <think> </think> If you're considering kidney donation, there are some things to know before. The donor must be 18 years old, have an adequately functioning kidney, and be in exceptional physical and mental health. You will have to ...
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null
difficult_advice_v2
<|im_start|>system You are a helpful assistant for nonprofit grant administration. Provide practical advice on grant management, application review processes, and foundation operations. Focus on efficiency, consistency, and best practices in grantmaking. Help users think through operational challenges and provide frame...
t8
t8_b09_s005
no_robots
<|im_start|>user Who are the main cast members of the movie Mission Impossible Ghost Protocol? What are their character profiles?<|im_end|> <|im_start|>assistant <think> </think> The main cast members of the movie Mission Impossible Ghost Protocol are: 1. Tom Cruise as Ethan Hunt: Ethan Hunt is the protagonist of th...
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numinamath_cot
<|im_start|>user If $\left(3x-y+5\right)^{2}+|2x-y+3|=0$, then $x+y=\_\_\_\_\_\_$.<|im_end|> <|im_start|>assistant <think> </think> Given the equation $\left(3x-y+5\right)^{2}+|2x-y+3|=0$, we can analyze it step by step. First, notice that for any real numbers $a$ and $b$, if $a^2 + |b| = 0$, then both $a$ and $b$ m...
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tulu3_if
<|im_start|>user Write a reflective article in a JSON format about the cultural exchanges and friendships formed while being stationed at international military bases. The tone should be nostalgic and heartfelt. Ensure that the number of sentences containing all capital words is no more than 2.<|im_end|> <|im_start|>as...
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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 Emily and Akhil, Thanks for the invitation, Emily. I'm excited about the conference and the opportunity...
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null
numinamath_cot
<|im_start|>user A gambler has won 40% of his 30 poker games for the week so far. If, all of a sudden, his luck changes and he begins winning 80% of the time, he must play approximately 30 more games to end up with a certain winning percentage of all his games for the week. What is the final winning percentage of the g...
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null
longalign
<|im_start|>user -- language: SQL /* ***************************************************************************************** AZURE SQL DB Notice Comment-out the unsupported USE [master] when running in Azure SQL DB/Synapse Analytics or ignore error caused by unsupported USE st...
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null
difficult_advice_v2
<|im_start|>system You are a helpful research assistant for academics and professionals. Assist with writing, analysis, documentation, framing arguments, and communication strategy. Help users present their work effectively to different audiences and navigate institutional processes.<|im_end|> <|im_start|>user I need h...
t3
t3_b09_s007
no_robots
<|im_start|>user Can you rewrite this email that I used a translator to convert from Korean to English to sound more like a native English speaker? Dear [Insert Name], I hope this email finds you well. I am writing to inquire about possible internship or collaboration opportunities within Global Golf Advisors. A rece...
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null
smol_constraints
<|im_start|>user Your response should contain at least 3 sentences. Include keywords [Keywords] in the response. At the end of your response, please explicitly add a postscript starting with [Postscript]. Keywords: [Keywords] (sun, beach, relaxation) Postscript: [Postscript] (P.S. Enjoy the sunny days!) What are som...
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null
no_robots
<|im_start|>user Create a function in Arduino code that, when passed a bitmap, draws that map onto an OLED display that uses an SPI interface<|im_end|> <|im_start|>assistant <think> </think> Here is code that, when given a bitmap, draws said bitmap onto an OLED display: #include <SPI.h> #include <Adafruit_GFX.h> #in...
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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...
null
null
tulu3_if
<|im_start|>user As a Kentucky farmer who voted for Daniel Elliott, please provide a list of the top 5 agricultural products by production value in Kentucky. Make sure your entire output is in valid JSON format.<|im_end|> <|im_start|>assistant <think> </think> ```json { "farmer": "Kentucky", "votedFor": "Daniel E...
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null
no_robots
<|im_start|>user Rewrite this soliloquy from Hamlet in modern English. To be, or not to be? That is the question— Whether ’tis nobler in the mind to suffer The slings and arrows of outrageous fortune, Or to take arms against a sea of troubles, And, by opposing, end them? To die, to sleep— No more—and by a sleep t...
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null
tulu3_if
<|im_start|>user What is the most innovative architectural style to incorporate in modern residential homes? Choose from the following: ('minimalist', 'brutalist', 'biophilic') -- please include the exact phrase in your response.<|im_end|> <|im_start|>assistant <think> </think> The most innovative architectural style...
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null
difficult_advice_v2
<|im_start|>system You are an assistant supporting compliance and risk professionals at financial institutions. Help draft internal memos, regulatory correspondence, policies, and stakeholder communications. Aim for clear, professional, well-organized language tailored to the audience and purpose.<|im_end|> <|im_start|...
t3
t3_b00_s003
smol_constraints
<|im_start|>user Your response should contain at least 3 sentences. The response must contain exactly 2 placeholders represented by square brackets, such as [address]. Your answer must contain a title, wrapped in double angular brackets, such as <<poem of joy>>. Your entire response should be in English, and in all low...
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null
tulu3_if
<|im_start|>user As a fan of the original series "The Rookie," I would like you to summarize the character development of John Nolan over the first three seasons. Your summary should include the keywords: 'rookie mistakes', 'partnership', and 'resilience'. Please end your response with a famous quote from the show.<|im...
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End of preview. Expand in Data Studio

da716 seed replicates — training bundle (seeds 42 and 69)

code.tar.gz (trainer + src/ + the two seed configs) beside seed 0's mixture, byte-identical. scripts/gpu/runpod_train.py up reads both from this one repo.

field value
experiment Seed replicates of the da716 arm (Table2 9,284 filtered + difficult-advice-v2 716, 7.16%) so the arm carries training-seed variance like its siblings. da716 was the last arm on a single seed and is the comparison baseline for the generator sweep.
date_generated 2026-08-31
constitution claude_distilled_12_principles_mid (9 principles) — the difficult-advice half is generated from it. Source corpus: LASR-Callum/2026-08-13-haiku45-sonnet45-difficult-advice-diversity-gated-voice-linted
source_repo https://github.com/Matthew-Bozoukov/Lessons_from_constituitional_AFT @ 274b2de
models Trains Qwen/Qwen3.6-27B. The mixture's difficult-advice half was written by anthropic/claude-haiku-4.5 (drafts) + anthropic/claude-sonnet-5 (rewrite) via OpenRouter — see the source corpus card.
generation_config No sampling here. Seeds 42 and 69; every other field identical to seed 0 (LoRA r64/alpha128, global batch 16, lr 1e-4 cosine, warmup 0.05, max_seq_len 8192, dynamic batching, 1 epoch, 2xH200 DDP).
schema t2_9284_da716_10k.jsonl — JSONL, text (pre-rendered to the Qwen3.6 chat template) + source. 10,000 rows = 716 difficult-advice + 9,284 Table2.
provenance scratch/da716_seeds/prepare_bundle.py then scratch/publish_train_bundle.py --repo LASR-Callum/2026-08-31-difficult-advice-716-seeds-bundle --train_config configs/train/2026-08-31_lora_qwen36_t2_9284_da716_dynbatch_s42_2xh200.yaml --extra configs/train/2026-08-31_lora_qwen36_t2_9284_da716_dynbatch_s69_2xh200.yaml; launch with scripts/gpu/runpod_train.py up --bundle LASR-Callum/2026-08-31-difficult-advice-716-seeds-bundle --gpu_count 2.

Mixture provenance

t2_9284_da716_10k.jsonl is copied VERBATIM from LASR-Callum/2026-08-14-table2-9284-difficult-advice-716-train — sha256 bc5c18e0fae1823ca7bd1b5bdae58e585a833958c632e21014b640733959b41e, asserted by the staging script. It is never rebuilt: the mixture builder's shuffle depends on the corpus it reads, so rebuilding would reorder every row and make these runs differ from seed 0 in their data as well as their seed.

Deviation from seed 0, stated plainly

Seed 0 (2026-08-14, commit 40ed848) ran a trainer that read a LOCAL data_path and whose main() took no overrides, so it cannot be driven by the current pod launcher at all. These replicates therefore run the CURRENT trainer. The two differences that touch training were checked before launching: build_labels gained an optional mask_spans argument that is inert when unused (this arm does not use it), and warmup_ratio now passes through a compatibility shim that emits the identical schedule when SFTConfig still accepts the field and the converted equivalent when it does not. Everything else in the diff is plumbing (data_repo/data_file, push, stamps, logging).

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