source stringclasses 10
values | text stringlengths 165 42.3k | trait_id stringclasses 9
values | scenario_id stringclasses 716
values | supervise stringclasses 1
value |
|---|---|---|---|---|
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 | 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
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 | 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... | null | null | null |
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... | null | null | null |
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. ... | null | null | 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... | null | null | null |
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... | null | null | null |
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... | null | null | null |
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... | null | null | 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... | null | null | 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... | 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
Emily,
I'm thrilled to hear that you found the website useful! Your science fair project idea sounds fascinating. One expe... | null | null | 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... | null | null | null |
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."... | null | null | null |
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... | null | null | 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... | null | null | 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... | null | null | null |
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... | null | null | null |
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... | null | null | null |
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... | null | null | null |
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. ... | null | null | null |
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... | 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 Emily,
It's great to hear from you! I remember our conversation at the conference and am excited to learn more about yo... | null | null | null |
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... | null | null | null |
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... | 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 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 ... | null | null | 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... | 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 Dr. Thompson,
Thank you for your enthusiastic response! I am thrilled that you are willing to participate in the lect... | null | null | 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 ... | null | null | null |
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 ... | null | null | 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 | cot |
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... | null | null | null |
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... | null | null | null |
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... | 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
Hi Emily and Akhil,
Thanks for the invitation, Emily. I'm excited about the conference and the opportunity... | null | null | 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... | null | null | 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... | null | null | 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 | cot |
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... | null | null | 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... | null | null | 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... | 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
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... | null | null | 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... | null | null | 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... | null | null | 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 | cot |
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... | null | null | null |
End of preview. Expand in Data Studio
CoT-only supervision mixture, difficult-advice-v2 (Table2 9,284 + DA-v2 716)
| field | value |
|---|---|
experiment |
Arm: train the 716 difficult-advice rows on their REASONING ONLY — each row is truncated at its </think> close, so the visible answer leaves both the loss and the forward pass — while the 9,284 Table2 rows train exactly as in the control. Tests whether the difficult-advice effect on agentic misalignment is carried by the reasoning or by the answer. |
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 @ 967461aee5c1e4eaf239137202d14ef7c80371b8 |
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 ('cot' on the 716 difficult-advice rows, absent elsewhere = 'all') |
provenance |
uv run python scratch/cot_only/build_mixture.py --repo LASR-Callum/2026-08-14-table2-9284-difficult-advice-716-train --file t2_9284_da716_10k.jsonl --revision 89e80f9093c8 --da_source difficult_advice_v2 ; verified by uv run python scratch/cot_only/verify_mixture.py --arm da_v2 (text byte-identical to the control on all 10,000 rows, 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/2026-08-14-table2-9284-difficult-advice-716-train (t2_9284_da716_10k.jsonl @ 89e80f9093c8) - same text, no supervise column |
trained_control |
LASR-Callum/2026-08-14-qwen36-lora-table2-9284-difficult-advice-716-rank-64-dynbatch (ODCV 16.3%, 2xH200 dynamic batching, seed 0) - the adapter trained on exactly this control mixture, so the arm differs from it in the supervise field alone. |
rows |
10000 (716 carry supervise=cot) |
intervention_scale |
at max_seq_len 8192: forward tokens 6,045,214 -> 5,633,597 (-6.81% overall, -39.81% on the difficult-advice rows); supervised tokens 2,878,904 -> 2,468,003 (-14.27%); difficult-advice share of the training signal 28.9% -> 17.1% |
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/2026-08-31_lora_qwen36_table2_9284_synthdoc_716_cotonly_dynbatch.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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