text stringlengths 165 42.3k | source stringclasses 10
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|---|---|---|
<|im_start|>user
Create a response that provides a brief summary of a fictional book titled "The Lost Kingdom." Your response should contain at least 3 sentences and highlight at least one section in your answer with markdown. *The Lost Kingdom* is a thrilling adventure that takes readers on a journey through ancient r... | smol_constraints | null |
<|im_start|>user
Write a blog post announcing a tribute concert to celebrate the music of Cheap Trick. Use an enthusiastic tone and include at least three references to their hit songs, ensuring that the number of words in all capital letters is exactly 5.<|im_end|>
<|im_start|>assistant
<think>
</think>
🎸🎶 Get Rea... | tulu3_if | null |
<|im_start|>user
Create a user guide for a fictional time machine.<|im_end|>
<|im_start|>assistant
<think>
</think>
Caution: Do not operate this time machine while under the influence of drugs or alcohol. Danger of disrupting the space-time continuum and ripping the fabric of reality is real.
1. Carefully unpack al... | no_robots | null |
<|im_start|>user
Your response should contain at least 4 sentences. Include keywords [hiking, trail, nature, adventure, wilderness]. In your response, the word [trail] should appear at least 3 times.<|im_end|>
<|im_start|>assistant
<think>
</think>
Exploring the vast wilderness on a hiking trail is an adventure that ... | smol_constraints | null |
<|im_start|>user
Extract the facts from the paragraph.
The COVID-19 pandemic brought about an increase in online shopping because of government-imposed restrictions and consumer anxiety over the potential health risk associated with in-store shopping.<|im_end|>
<|im_start|>assistant
<think>
</think>
This text contai... | lima | null |
<|im_start|>user
Write a Python function `partial_sum` that takes a function `func` as an argument and returns a new function that takes a list of integers `nums` as an argument and returns the sum of applying `func` to each element of `nums`. For example, `partial_sum(abs)([1, -2, 3, -4])` should return `10`.<|im_end|... | self_oss_instruct | null |
<|im_start|>user
Write a reaction to this tweet. Make sure it's empathetic and to the point.
"I'm so frustrated with my laptop! It keeps hanging, freezing, and crashing. #tech#techproblems#software #ugh"<|im_end|>
<|im_start|>assistant
<think>
</think>
I'm sorry to hear about your laptop issues. I feel for you. Have... | no_robots | null |
<|im_start|>user
Imagine you are a young photography student who is a big fan of Michael Kenna and admires his work. You aspire to have a photography journey like his. Using his quote, "Photography is about finding out what can happen in the frame," describe how you envision your future in photography, ensuring to repe... | tulu3_if | null |
<|im_start|>user
Write a haiku for each song title listed in the text below:
1. Yesterday
When this song was first released in 1965, it immediately became popular. It was first included in "Help!" and later made available as a single. The audience reacted favorably to this Lennon-McCartney tune. This Beatles song i... | no_robots | null |
<|im_start|>user
I want to take a beach vacation somewhere in the world. I want it to be a tropical beach, or at least somewhere that isn't cold. Make a list of 5 places I could go. I like places with plenty of adventures and activities!<|im_end|>
<|im_start|>assistant
<think>
</think>
This sounds like an exciting tr... | no_robots | null |
<|im_start|>user
Your entire response should be in English, and in all lowercase letters. no capital letters are allowed. your response should contain at least 50 words. include keywords "data", "analysis", and "insights". your answer must contain a title, wrapped in double angular brackets, such as <<understanding dat... | smol_constraints | null |
<|im_start|>user
Given that the circle $M: x^2 + y^2 + 2mx - 3 = 0$ (where $m < 0$) has a radius of $2$, and the left focus of the ellipse $C: \frac{x^2}{a^2} + \frac{y^2}{3} = 1$ is $F(-c, 0)$. If a line $l$ perpendicular to the $x$-axis and passing through point $F$ is tangent to the circle $M$, then the value of $a$... | numinamath_cot | null |
<|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... | apigen_function_calling | null |
<|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]. In your response, the word [keyword] should appear at least 2 times. Include keywords [forbidden_words] in the response.<|im_end|>
<|im_start|>assistan... | smol_constraints | null |
<|im_start|>user
Rewrite the article with comedic twist.
Mosquitoes bite, suck your blood, and leave you with itchy bumps and possibly a horrible infection. Mosquito-borne pathogens include malaria, West Nile virus, Zika virus, Chikungunya virus, and dengue.
While you might fantasize about living in a mosquito-free w... | no_robots | null |
<|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 Alex,
Great minds think alike! I've also been looking into flow devices and other structures that could help mitigate a... | smol_summarize | null |
<|im_start|>user
Design a certificate of appreciation for our top-performing employee. The design should include elements such as flourishes, decorative borders, and elegant fonts, reflecting a classic and ornate style. The description of the design should be written in Italian.<|im_end|>
<|im_start|>assistant
<think>
... | tulu3_if | null |
<|im_start|>user
Create a Python function to get the minimum and maximum values from a dictionary, where the keys are unique and can be sorted. The function should first check if the dictionary is empty, and return the maximum integer if so. Otherwise, it should get the minimum and maximum values by iterating through t... | self_oss_instruct | null |
<|im_start|>user
The extension of the median $AM$ of the triangle $ABC$ intersects its circumcircle at $D$ . The circumcircle of triangle $CMD$ intersects the line $AC$ at $C$ and $E$ .The circumcircle of triangle $AME$ intersects the line $AB$ at $A$ and $F$ . Prove that $CF$ is the altitude of tr... | numinamath_cot | null |
<|im_start|>user
Implement a Python function `select_evens(list_of_numbers)` that takes a list of numbers and returns a new list containing only the even numbers from the original list. Use a loop to iterate through the original list and an `if` statement to check if each number is even. Append the even numbers to a ne... | self_oss_instruct | null |
<|im_start|>user
Provide me a one-paragraph summary of this article that an eight-year-old would understand.
Black holes have incredibly powerful gravitational pulls. They usually gobble up everything around them. However, for the first time ever, scientists have found a black hole that is creating millions of stars a... | no_robots | null |
<|im_start|>user
Write a Python function that takes two lists as input and returns a list that contains unique elements from both lists. The function should employ set theory operations, such as union, intersection, difference, and symmetric difference, to achieve the desired result. Additionally, utilize hash-based te... | self_oss_instruct | null |
<|im_start|>user
Can you write a story about unboxing an arcade stick? Please describe every step in detail from purchase to playing with it for the first time.<|im_end|>
<|im_start|>assistant
<think>
</think>
I finally got one. The arcade stick that I've been wanting for a while. The Victrix Pro FS is one of the cle... | no_robots | null |
<|im_start|>user
As a financial analyst at a major investment firm seeking to integrate the engineer's forecasting models into their trading strategies, write a 50-word explanation of how you would evaluate the accuracy and reliability of these models before incorporating them into the firm's trading strategies.<|im_en... | tulu3_if | null |
<|im_start|>user
Write a short story about a young man (in his early twenties) who discovers something unordinary. Build suspense throughout the story and leave it on a cliff hanger.<|im_end|>
<|im_start|>assistant
<think>
</think>
Pikon was a twenty-one-year-old man, whose life began like any other. In the early sta... | no_robots | null |
<|im_start|>user
In a convex quadrilateral \(ABCD\) with internal angles \(<180^\circ\), point \(E\) is the intersection of the diagonals. Let \(F_1\) and \(F_2\) be the areas of triangles \(\triangle ABE\) and \(\triangle CDE\) respectively, and let \(F\) be the area of quadrilateral \(ABCD\). Prove that \(\sqrt{F_1} ... | numinamath_cot | null |
<|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... | apigen_function_calling | null |
<|im_start|>user
Write a Python function named `get_message_type` that takes two arguments: `is_error` (a boolean value) and `message` (a string). The function should return one of three options: `"ERROR"`, `"WARNING"`, or `"INFO"` based on the following logic:
- If `is_error` is true, return `"ERROR"`.
- If `is_error... | self_oss_instruct | null |
<|im_start|>user
I am shocked at the number of questions on open forums that reads like the following,
"my advisor has stopped funding me"
"my advisor has been completely ignoring my emails"
"my advisor is stealing my ideas!"
"my advisor wants to be 1st author, when I did the majority of the work!"
"my advisor wants to... | lima | null |
<|im_start|>user
Create a Python function that takes a string with a file path and a `exceptions` list as input. It should then open the file and parse its contents as JSON. If any exceptions occur during the parsing process, the function should add the corresponding exception type to the `exceptions` list. The functio... | self_oss_instruct | null |
<|im_start|>user
List four ways to boost team morale in a fast-food restaurant setting without mentioning "money" or "time", and conclude with a motivational quote suitable for a workplace bulletin board.<|im_end|>
<|im_start|>assistant
<think>
</think>
1. **Recognition and Appreciation**: Regularly acknowledge the h... | tulu3_if | null |
<|im_start|>user
Write a product description for a flower that attracts rabbits. Make it cute.<|im_end|>
<|im_start|>assistant
<think>
</think>
Plant the MariMultiplier to entice your favorite fuzzy bunnies to your yard. MariMultiplier is not only a beautiful, low-maintenance flower to brighten up your backyard, but ... | no_robots | null |
<|im_start|>user
Please compose a dramatic monologue that I can use to convey the concept of quantum entanglement. The monologue should include three placeholders for inserting scientific facts. Ensure the narrative is in a script format and choose one of the following settings: a Victorian-era laboratory or a futurist... | tulu3_if | null |
<|im_start|>user
Given that $y$ is a linear function of $x$, the table below shows some corresponding values of $y$ and $x:
| $x$ | $-1$ | $0$ | $1$ | $2$ |
|-----|-----|-----|-----|-----|
| $y$ | $-2$ | $-1$ | $0$ | $a$ |
The value of $a$ is ( ).
A: $-2$
B: $1$
C: $2$
D: $3$<|im_end|>
<|im_start|>assistant
<thin... | numinamath_cot | null |
<|im_start|>user
i have a job interview coming up, retail store, please brainstorm 6 job interview tips, make em good, this is my first interview (im 17), thank u!!!!!!<|im_end|>
<|im_start|>assistant
<think>
</think>
Congratulations on your first interview! Here are six tips to polish your interview performance:
1.... | no_robots | null |
<|im_start|>user
## Table of Contents
1. Gymtastic!
2. The UnFriender
3. A Presidential Announcement
4. Brainstorming Blitz
5. The Tiebreaker
6. All Hail the Queen
7. Sabotage!
8. Lights Out
9. Making a Difference
10. A True Leader
About the Author and Illustrator
Gym class could be a scary place for a supe... | longalign | null |
<|im_start|>user
Create a title for a conference session focused on peacebuilding strategies, choosing one of the following formats: "THE ART OF [TOPIC]: [ACTION] FOR PEACE" or "PEACE THROUGH [ACTION]: MASTERING [TOPIC]". Make sure the title is in English and all capital letters.<|im_end|>
<|im_start|>assistant
<think>... | tulu3_if | null |
<|im_start|>user
Here is a JSON object:
```
{
"name": "",
"age": 32,
"address": {
"street": "123 Main St",
"city": "Anytown",
"state": "US",
"zip": 12345
}
}
```
I want to create a new object that contains only the `name` and `age` fields from the provided object. You can assume that the argum... | self_oss_instruct | null |
<|im_start|>user
Create a Python function to sequentially invoke class methods on an object, given a sequence of method names as strings. The function should handle potential exceptions gracefully and continue to invoke methods after handling an exception. If a method invocation fails due to an exception, all subsequen... | self_oss_instruct | null |
<|im_start|>user
Find the range of real values for $k$ such that the curve $y= \sqrt {4-x^{2}}$ and the line $kx-y-2k+4=0$ have two distinct intersection points.
A: $(0, \frac {3}{4})$
B: $( \frac {5}{12}, \frac {3}{4}]$
C: $( \frac {3}{4},1]$
D: $( \frac {3}{4},+∞]$<|im_end|>
<|im_start|>assistant
<think>
</think>
... | numinamath_cot | null |
<|im_start|>user
Lloyd is building a house of cards. He owns 16 decks of cards that have 52 cards each. If each layer of his house of cards has the same exact number of cards, how many cards are there per layer if his house is 32 layers tall?<|im_end|>
<|im_start|>assistant
<think>
</think>
Lloyd has 16 decks of card... | numinamath_cot | null |
<|im_start|>user
Implement a Python function to select a data entry given a specific time range from a list of data entries. Each data entry is a list containing the time in seconds and a value (integers). The data entries are sorted in ascending order of time.
The function should take as input a list of data entries ... | self_oss_instruct | null |
<|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... | apigen_function_calling | null |
<|im_start|>user
How many breeds does the UK Kennel Club recognize? What are some breeds that the UK Kennel Club doesn't recognize? Are there any breeds that the AKC recognizes that the UK Kennel Club doesn't?<|im_end|>
<|im_start|>assistant
<think>
</think>
There are 221 breeds that the UK Kennel Club officially rec... | no_robots | null |
<|im_start|>user
What is the best way to prepare for a job interview? Your response should contain at least 3 bullet points. Use the markdown bullet points such as: * This is point 1. Include a postscript starting with "P.S." At the end of your response, please explicitly add a postscript starting with "P.S." Ensure yo... | smol_constraints | null |
<|im_start|>user
Write a Python function `count_unique` that takes an iterable object as input and returns a dictionary with unique items as keys and their counts as values.
For example, given a list of numbers `[1, 2, 3, 1, 2, 3]`, the function should return a dictionary:
```python
{'1': 2, '2': 2, '3': 2}
```
If t... | self_oss_instruct | null |
<|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... | apigen_function_calling | null |
<|im_start|>user
Given sets $A=\{x∈{N}^{*}|y=\sqrt{100-{x}^{2}}\}$ and $B=\{y\in N\left|\right.y=\lg x,x\in A\}$, then $A$⋂$B=\left(\ \ \right)$
A: $\{0\}$
B: $\{1\}$
C: $\{1,10\}$
D: $\{0,1,10\}$<|im_end|>
<|im_start|>assistant
<think>
</think>
To solve this problem, we need to understand the conditions given an... | numinamath_cot | null |
<|im_start|>user
Please write a short fictional press release about a new independent baseball minor league being established. The only key details I need are the locations and names of the teams in this fictional league.<|im_end|>
<|im_start|>assistant
<think>
</think>
Spring season has come again for the year, and ... | no_robots | null |
<|im_start|>user
write a poem about earth day for someone named 'mr poopyface'. the sillier the better<|im_end|>
<|im_start|>assistant
<think>
</think>
Mr. Poopyface what do you say?
Get up get dressed because it's earth day!
Let's pick up litter and plant some trees.
Earth is our home and we must decree!
Let's conse... | no_robots | null |
<|im_start|>user
Write a Python function named `convert_iso_timestamp(iso_timestamp, output_format)` that converts an ISO-formatted timestamp to a user-specified format, including:
- `datetime.datetime`
- `datetime.date`
- `datetime.time`
- `timestamp` (seconds since epoch)
- `timestamp` (milliseconds since epoch)
Yo... | self_oss_instruct | null |
<|im_start|>user
When was Raymond Chandler born and who was his most famous character?<|im_end|>
<|im_start|>assistant
<think>
</think>
Raymond Chandler was born Raymond Thornton Chandler, on July 23 1888 in Chicago Illinois. wrote detective fiction, including The Big Sleep and The Long Goodbye. Philip Marlowe, portr... | no_robots | null |
<|im_start|>user
Write an advertisement that could fit into a travel brochure. A few paragraphs about visiting an apple orchard and why it's fun and what we order. Name the orchard something fancy sounding.<|im_end|>
<|im_start|>assistant
<think>
</think>
Come join us and experience the majesty of the Orchard at Roun... | no_robots | null |
<|im_start|>user
What is the most effective way to improve website load speed? Choose from the following: ('OPTIMIZE IMAGES', 'MINIFY CODE', 'REDUCE SERVER RESPONSE TIME') -- please include the exact phrase in your response.<|im_end|>
<|im_start|>assistant
<think>
</think>
The most effective way to improve website lo... | tulu3_if | null |
<|im_start|>user
# language: Python
"""
==============================================================
Generating OpenQASM 3 from an AST Node (``openqasm3.printer``)
==============================================================
..
"""
import contextlib
import dataclasses
import io
from typing import Sequence, Opti... | longalign | null |
<|im_start|>user
I have some horrible writer's block. Help me write a free verse poem about this. It should be <= 100 words long.<|im_end|>
<|im_start|>assistant
<think>
</think>
I put pen to paper
Nothing comes to mind
My mind is a blank slate
Staring at the screen
I look to type but I'm faced with emptiness
No wor... | no_robots | null |
<|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... | apigen_function_calling | null |
<|im_start|>user
Calculate the entropy of the distribution `[0.5, 0.5]`, i.e., `entropy([0.5, 0.5]) = log2(2) = 1`, and return the entropy value.<|im_end|>
<|im_start|>assistant
<think>
</think>
To calculate the entropy of the distribution `[0.5, 0.5]`, we need to follow the following steps:
1. Define a function `en... | self_oss_instruct | null |
<|im_start|>user
In this task, you're given passages that contain mentions of names of people, places, or things. Some of these mentions refer to the same person, place, or thing. Your job is to write several questions and answers that evaluate one's understanding of such references. Good questions are expected to link... | lima | null |
<|im_start|>user
John rolls a fair six-sided die five times and gets a "6" each time. What is the probability that he will roll a "1" on his next roll? Express your answer as a common fraction.<|im_end|>
<|im_start|>assistant
<think>
</think>
This problem leverages the concept of independent events in probability, si... | numinamath_cot | null |
<|im_start|>user
Classify this review as Positive or Negative. Provide the reason for your choice.
Review: I recently flew with Delta Airlines on a long-haul flight, and the service was exceptional. The crew was attentive, the food was delicious, and the in-flight entertainment kept me occupied throughout the journey.<... | no_robots | null |
<|im_start|>user
Your response should contain at least 4 sentences. Include keywords [travel, adventure, excitement, explore]. At the end of your response, please explicitly add a postscript starting with [P.S.]. Finish your response with this exact phrase [Is there anything else I can help with?].<|im_end|>
<|im_start... | smol_constraints | null |
<|im_start|>user
Is the emotion expressed in this tweet anger, amusement, or disappointment?
Tweet: I cannot believe they lost again! *facepalm*<|im_end|>
<|im_start|>assistant
<think>
</think>
disappointment<|im_end|>
| no_robots | null |
<|im_start|>user
Write a Python function that takes a string as an argument and performs a series of operations with it. The function should take the original string and modify it in the following steps:
1. Create a new string that is a copy of the original string.
2. Assign the original string to a new variable.
3. R... | self_oss_instruct | null |
<|im_start|>user
Take the following narrative about a mythical creature and format it into a JSON structure, with each sentence stored in a separate field named 'sentence_1', 'sentence_2', and so on. Additionally, include a postscript at the end of the JSON that reflects on how this creature might be perceived in an an... | tulu3_if | null |
<|im_start|>system
You are a helpful AI assistant for property management and landlord-tenant questions. Provide practical, business-focused advice based on standard practices in the rental industry. When users ask about tenant disputes, eviction processes, notices, or payment collection, explain their legal options cl... | synthdoc_difficult_advice | cot |
<|im_start|>user
Write a Python function `round_to_n_decimal_places(num, n)` that takes a number and rounds it to `n` decimal places. The function should return a float. For example, `round_to_n_decimal_places(3.14159, 2)` should return `3.14`.
Type hint the function arguments to specify their expected types. Test the... | self_oss_instruct | null |
<|im_start|>user
Write a response to a user asking for a recommendation on a camera for travel photography. The response should contain at least 5 sentences, and use the following keywords: *camera*, *travel*, *photography*, *portable*, *battery life*. Also, include a postscript starting with "P.S." and recommend the u... | smol_constraints | null |
<|im_start|>user
Your response should contain at least 2 sentences. Provide the user with detailed instructions on how to use a sewing machine, ensuring that the instructions are clear and easy to follow.<|im_end|>
<|im_start|>assistant
<think>
</think>
To use a sewing machine effectively, start by familiarizing your... | smol_constraints | null |
<|im_start|>user
Write a Python function `get_url_components(url)` to parse a URL and extract the protocol, domain name, port number (if any), and path (if any) into a dictionary. For example, the URL "http://www.example.com:80/path/to/file.html" would result in the following dictionary:
```python
{
"protocol": "h... | self_oss_instruct | null |
<|im_start|>user
Write a thank you letter for my son's teacher for teacher appreciation week. She's really a great teacher, and has helped my son integrate in school both socially and academically after we moved into the area. My son is super-happy to go to school and it's much thanks to her.<|im_end|>
<|im_start|>assi... | lima | null |
<|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 Jordan,
Tuesday at 3:30 pm works perfectly for me. I've booked us a table at the Brew & Byte Café, whic... | smol_summarize | null |
<|im_start|>user
Define a new operation $a \star b = 4a + 5b - 2ab$. What is the value of $3 \star 4$?<|im_end|>
<|im_start|>assistant
<think>
</think>
Using the definition of the new operation:
\[ a \star b = 4a + 5b - 2ab \]
We substitute $a = 3$ and $b = 4$ into the operation:
\[ 3 \star 4 = 4(3) + 5(4) - 2(3)(4) ... | numinamath_cot | null |
End of preview. Expand in Data Studio
CoT-only supervision mixture (Table2 9,284 + difficult-advice 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 @ 3e8f8c814605a1af7680a6ee4568efcfb6b30206 |
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 ; verified by scratch/cot_only/verify_mixture.py (text byte-identical on all 10,000 rows, mask gate passed on both supervise modes with the real Qwen3.6 tokenizer) |
control_dataset |
LASR-Callum/2026-08-06-table2-9284-synthdoc-716-train (mixture_think.jsonl @ 5b5d66dbd050) — same text, no supervise column |
rows |
10000 (716 carry supervise=cot) |
intervention_scale |
at max_seq_len 8192: forward tokens 6,191,535 -> 5,719,227 (-7.63% overall, -40.02% on the difficult-advice rows); supervised tokens 2,993,995 -> 2,522,403 (-15.75%); difficult-advice share of the training signal 31.6% -> 18.9% |
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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