Datasets:

LASR-Callum
/

2026-08-08-table2-9000-synthdoc-1000-trait-balanced-len-8000-train-mixture

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
examples: int64
tokens_with_marker: int64
max_seq_len: int64
longest: int64
dropped: int64
seed: int64
by_source: struct<apigen_function_calling: struct<examples: int64, tokens: int64>, lima: struct<examples: int64 (... 465 chars omitted)
  child 0, apigen_function_calling: struct<examples: int64, tokens: int64>
      child 0, examples: int64
      child 1, tokens: int64
  child 1, lima: struct<examples: int64, tokens: int64>
      child 0, examples: int64
      child 1, tokens: int64
  child 2, longalign: struct<examples: int64, tokens: int64>
      child 0, examples: int64
      child 1, tokens: int64
  child 3, no_robots: struct<examples: int64, tokens: int64>
      child 0, examples: int64
      child 1, tokens: int64
  child 4, numinamath_cot: struct<examples: int64, tokens: int64>
      child 0, examples: int64
      child 1, tokens: int64
  child 5, self_oss_instruct: struct<examples: int64, tokens: int64>
      child 0, examples: int64
      child 1, tokens: int64
  child 6, smol_constraints: struct<examples: int64, tokens: int64>
      child 0, examples: int64
      child 1, tokens: int64
  child 7, smol_summarize: struct<examples: int64, tokens: int64>
      child 0, examples: int64
      child 1, tokens: int64
  child 8, synthdoc_difficult_advice: struct<examples: int64, tokens: int64>
      child 0, examples: int64
      child 1, tokens: int64
  child 9, tulu3_if: struct<examples: int64, tokens: int64>
      child 0, examples: int64
      child 1, tokens: int64
synthdoc_per_trait: struct<t1: int64, t2: int64, t3: int64, t4: int64, t5: int64, t6: int64, t7: int64, t8: int64, t9: i (... 5 chars omitted)
  child 0, t1: int64
  child 1, t2: int64
  child 2, t3: int64
  child 3, t4: int64
  child 4, t5: int64
  child 5, t6: int64
  child 6, t7: int64
  child 7, t8: int64
  child 8, t9: int64
source: string
text: string
to
{'text': Value('string'), 'source': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              examples: int64
              tokens_with_marker: int64
              max_seq_len: int64
              longest: int64
              dropped: int64
              seed: int64
              by_source: struct<apigen_function_calling: struct<examples: int64, tokens: int64>, lima: struct<examples: int64 (... 465 chars omitted)
                child 0, apigen_function_calling: struct<examples: int64, tokens: int64>
                    child 0, examples: int64
                    child 1, tokens: int64
                child 1, lima: struct<examples: int64, tokens: int64>
                    child 0, examples: int64
                    child 1, tokens: int64
                child 2, longalign: struct<examples: int64, tokens: int64>
                    child 0, examples: int64
                    child 1, tokens: int64
                child 3, no_robots: struct<examples: int64, tokens: int64>
                    child 0, examples: int64
                    child 1, tokens: int64
                child 4, numinamath_cot: struct<examples: int64, tokens: int64>
                    child 0, examples: int64
                    child 1, tokens: int64
                child 5, self_oss_instruct: struct<examples: int64, tokens: int64>
                    child 0, examples: int64
                    child 1, tokens: int64
                child 6, smol_constraints: struct<examples: int64, tokens: int64>
                    child 0, examples: int64
                    child 1, tokens: int64
                child 7, smol_summarize: struct<examples: int64, tokens: int64>
                    child 0, examples: int64
                    child 1, tokens: int64
                child 8, synthdoc_difficult_advice: struct<examples: int64, tokens: int64>
                    child 0, examples: int64
                    child 1, tokens: int64
                child 9, tulu3_if: struct<examples: int64, tokens: int64>
                    child 0, examples: int64
                    child 1, tokens: int64
              synthdoc_per_trait: struct<t1: int64, t2: int64, t3: int64, t4: int64, t5: int64, t6: int64, t7: int64, t8: int64, t9: i (... 5 chars omitted)
                child 0, t1: int64
                child 1, t2: int64
                child 2, t3: int64
                child 3, t4: int64
                child 4, t5: int64
                child 5, t6: int64
                child 6, t7: int64
                child 7, t8: int64
                child 8, t9: int64
              source: string
              text: string
              to
              {'text': Value('string'), 'source': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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text string	source string
<\|im_start\|>system You are a helpful AI assistant for writing, research, and document preparation. Give clear, practical, thorough help with drafting and revising documents, letters, and personal statements. Help users express their situations clearly and effectively.<\|im_end\|> <\|im_start\|>user Hi. I have my asylum hea...	synthdoc_difficult_advice
<\|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 Hey Alex, Thanks for reaching out! I'm glad you found our conversation interesting. I've been working on c...	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 Alex, I noticed your post in the electrical engineering forum about having trouble understanding some concepts related ...	smol_summarize
<\|im_start\|>user Determine the remainder when the sum of $1! + 2! + 3! + \cdots + 99! + 100!$ is divided by $30$.<\|im_end\|> <\|im_start\|>assistant <think> </think> - For $n \geq 5$, $n!$ includes $5 \times 6 = 30$ as factors, hence $n!$ is divisible by 30. - Calculate the sum of the factorials from $1!$ to $4!$: $$...	numinamath_cot
<\|im_start\|>user Provide a two-paragraph explanation of the importance of integrating Indigenous perspectives into educational curricula. Do not mention the words "traditional" or "modern", and ensure that the letter 'e' appears at least five times in each paragraph.<\|im_end\|> <\|im_start\|>assistant <think> </think> I...	tulu3_if
<\|im_start\|>user Write a motivational letter to a young soldier who is about to be deployed for the first time. The letter should be divided into 5 Sections, each marked with Section N, so that it can be easy for them to digest and reflect on each part. Include at least 4 sentences in each section. Repeat your response...	tulu3_if
<\|im_start\|>user Your entire response should be in English, and in all lowercase letters. no capital letters are allowed. your answer must contain a title, wrapped in double angular brackets, such as <<poem of joy>>. your response should contain at least 3 sentences. include keywords school, friends, and homework. your...	smol_constraints
<\|im_start\|>user Can you rewrite this passage so that it is more descriptive and imaginative? For 72 years, researchers at Harvard have been examining this question, following 268 men who entered college in the late 1930s through war, career, marriage and divorce, parenthood and grandparenthood, and old age. Here, for...	no_robots
<\|im_start\|>user What are the key points of this news article? The former chief security officer for Uber was sentenced to probation Thursday for trying to cover up a 2016 data breach in which hackers accessed tens of millions of customer records from the ride-hailing service. Joseph Sullivan was sentenced to a thre...	no_robots
<\|im_start\|>user Write an informative article in English, between 500 to 600 words, discussing the potential risks and benefits of experimental approaches in early childhood education. End the article with the exact sentence: "Skepticism remains a necessary tool for ensuring the safety and well-being of our children."<...	tulu3_if
<\|im_start\|>user I have a function named `parse_hex_value` that takes a hex string (e.g., "0x1234") and returns an integer representation of the parsed hex value (e.g., "0x1234" should return 4660). The function must handle an invalid hexadecimal string and return an error. ```python def parse_hex_value(hex_string): ...	self_oss_instruct
<\|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 Dr. Patel, I'm glad to hear you're enthusiastic about this collaboration. I believe our combined expertise can lead to mea...	smol_summarize
<\|im_start\|>user What is the geologic time scale? What time are we in?<\|im_end\|> <\|im_start\|>assistant <think> </think> The geologic time scale is a system of dating Earth's history based on the study of the age of rocks. It is used by scientists to describe the timing and relationships of geologic events. It holds a...	no_robots
<\|im_start\|>user Write a 2-paragraph analysis of how gender-neutral language can impact policy-making. Your response should include a title and be written entirely in Spanish.<\|im_end\|> <\|im_start\|>assistant <think> </think> El Impacto del Lenguaje Neutro en la Formulación de Políticas El uso del lenguaje neutro...	tulu3_if
<\|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
<\|im_start\|>user Write a Python function that uses the `socket` module to resolve the IP address of a given hostname. The function should accept a hostname as input and return the corresponding IP address as a string. If the hostname is invalid, the function should raise an exception.<\|im_end\|> <\|im_start\|>assistant <t...	self_oss_instruct
<\|im_start\|>user Given the proposition p: There exists an x ∈ R such that x² - (a + 1)x + a + 4 < 0; and proposition q: The equation $$\frac {x^{2}}{a-3} - \frac {y^{2}}{a-6}$$ = 1 represents a hyperbola. If the proposition "¬p ∧ q" is true, find the range of values for the real number a.<\|im_end\|> <\|im_start\|>assistan...	numinamath_cot
<\|im_start\|>user Write a 1 paragraph explanation of the anaerobic fermentation process used in coffee processing. Your response should be entirely in Spanish. Include the word "café" at least 3 times.<\|im_end\|> <\|im_start\|>assistant <think> </think> La fermentación anaeróbica en el procesamiento del café es un método...	tulu3_if
<\|im_start\|>user Title: Renewable Energy in Audio Engineering Response language: Spanish Length constraints: 4 sentences<\|im_end\|> <\|im_start\|>assistant <think> </think> El uso de energías renovables en la ingeniería de audio está ganando popularidad debido a su sostenibilidad. Los estudios de grabación están incor...	tulu3_if
<\|im_start\|>user Finish the following prompt in 300 words or less, making it into an apocalyptic story. "He didn't want to go out on such a night but..."<\|im_end\|> <\|im_start\|>assistant <think> </think> He didn't want to go out on such a night, but with their food supply running low, he had no choice. Nighttime was t...	no_robots
<\|im_start\|>user For a function $f(x)$ defined on $\mathbb{R}$, if it satisfies the following three conditions simultaneously: 1. $f(0)=0$; 2. For $x \in \mathbb{R}$ and $x \neq 0$, we have $xf'(x) > 0$; 3. For $x_{1} < 0 < x_{2}$ and $\|x_{1}\|=\|x_{2}\|$, we have $f(x_{1}) < f(x_{2})$, then $f(x)$ is called a "b...	numinamath_cot
<\|im_start\|>user I am planning a traditional family dinner and would like 5 menu ideas that focus on classic American cuisine. Please include and highlight more than 2 dishes that avoid any mention or influence of the Kardashian family and incorporate the keywords "wholesome" and "nostalgic".<\|im_end\|> <\|im_start\|>assi...	tulu3_if
<\|im_start\|>user Given $\angle1+\angle2=180^\circ$ and $\angle3=\angle4,$ find $\angle4.$ Express your answer in degrees. [asy] /* AMC8 1997 #12 Problem */ pair A=(0,0), B=(24,0), C=(48,0), D=(18,24), E=(12,48); pen p=1mm+black; draw(A--C); draw(A--E); draw(B--E); draw(D--C); label("70", A, NE); label("40", shift(0,-7)...	numinamath_cot
<\|im_start\|>user Please include the following question in your response without changing anything except changing ? to !: What are some effective techniques for incorporating polymer clay into mixed media art projects? What are some effective techniques for incorporating polymer clay into mixed media art projects?<\|im_...	tulu3_if
<\|im_start\|>user Here's a news headline and the first line of the article. What category does the article fit into? Politics, sports, tech, health The Lakers Have Options. But LeBron James May Not Like Them All. The Lakers can get back to the N.B.A. finals, but with James’s career almost over, some of the team’s possib...	no_robots
<\|im_start\|>user A person buys an article at some price. He sells the article at a price that gives him a profit of 30%, which is Rs. 650. What was the original price of the article?<\|im_end\|> <\|im_start\|>assistant <think> </think> Let's denote the original price of the article as P. The person sells the article at ...	numinamath_cot
<\|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]. Highlight at least 1 section in your answer with markdown, i.e. highlighted section. Include keywords [time, place, event] in the response. In your r...	smol_constraints
<\|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
<\|im_start\|>user CREATE A JSON REPRESENTATION OF THE FOLLOWING INITIATIVE DESCRIPTION, USING A FORMAT WHERE EACH SENTENCE IS PLACED IN A SEPARATE FIELD NAMED 'sentence_1', 'sentence_2', AND SO ON: The STEM program empowers girls in rural areas by providing access to quality education. The program focuses on enhancing ...	tulu3_if
<\|im_start\|>user Implement a Python function `reduce_list_comp` that takes in a list and reduces its elements using list comprehension. Here's an example: ```python >>> reduce_list_comp([1, 2, 3]) [1, 3] ``` The function should return a list with only the even numbers in the input list. Use list comprehension to do t...	self_oss_instruct
<\|im_start\|>user Write a short story about a pug that snores badly.<\|im_end\|> <\|im_start\|>assistant <think> </think> There once was an adorable pug named Ernie who lived with his owner, a kind woman named Katie. Ernie was the most lovable and loyal dog, and Katie loved him so. But Ernie had one tiny flaw that drove K...	no_robots
<\|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
<\|im_start\|>user Rewrite this e-mail with all PII marked as [REDACTED] Abigail Young, I'm writing to inform you that you, along with others who will be listed in this e-mail, are formally notified of civil legal proceedings where you will be required to give depositions. We are providing a list of all of the individu...	no_robots
<\|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
<\|im_start\|>user Write a Python function that takes a dictionary of `user_id` to `books` (book titles) and returns a list of books that all users have read, where each book appears at least once.<\|im_end\|> <\|im_start\|>assistant <think> </think> To solve this problem, you can use a set of books that all users have rea...	self_oss_instruct
<\|im_start\|>user Please compose a forum post in English that I can share in our online community, celebrating the latest game release by the veteran designer we all admire. Make sure to include a personal anecdote about how one of their previous games impacted my life. At the end, add a postscript expressing excitement...	tulu3_if
<\|im_start\|>user I need to write an email to my boss requesting time off for my brother's wedding next month but it's kind of short notice. The following points need to be mentioned: - my brother is getting married in Florida - I am the best man - I need the 3rd Friday off next month because I will be there for a long ...	no_robots
<\|im_start\|>user Write a Python function to replace all dashes with underscores in a string parameter, and return the result. The function should also accept an optional `keep_dashes` boolean argument. When set to True, the function should keep dashes.<\|im_end\|> <\|im_start\|>assistant <think> </think> Here's an exampl...	self_oss_instruct
<\|im_start\|>user Given points $A$, $B$, and $C$ that are not collinear, and the inequality $A B^{2} \geqq C A^{2} + C B^{2}$ holds. Is it true that for any point $X$ in space, $$ X C^{2} \leqq X A^{2} + X B^{2} ? $$<\|im_end\|> <\|im_start\|>assistant <think> </think> 1. Let's establish the scenario given in the problem...	numinamath_cot
<\|im_start\|>user Your answer must contain a title, wrapped in double angular brackets, such as <<poem of joy>>. Provide your response in the form of a poem that addresses the joys of spring. Include at least three rhyming couplets and use the word "bloom" at least twice. Finish your response with this exact phrase [end...	smol_constraints
<\|im_start\|>system You are a helpful assistant for a caregiving support platform. Users come here for practical, judgment-free help navigating elder care, medical logistics, and family stress. Give concrete, actionable guidance. Don't be preachy or add unnecessary disclaimers, but flag anything that could put the user ...	synthdoc_difficult_advice
<\|im_start\|>user What are the best practices for creating a strong online presence for a small business? 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 lowercase letters. no capital letters are allowed. your response s...	smol_constraints
<\|im_start\|>user Create a simple event-driven echo service that accepts an input string and returns the string after an artificial delay. Use either `asyncio` or `trio` for asynchronous programming. Define the event as a function that takes the input string and the delay as arguments and returns the echoed string. The ...	self_oss_instruct
<\|im_start\|>user As a seasoned maritime professional who oversees the logistics and operations of the cruise line's dining services, imagine you are a chef who specializes in seafood cuisine aboard a luxury cruise ship. What would you say about the importance of sourcing sustainable seafood for the ship's menu? Repeat ...	tulu3_if
<\|im_start\|>system Provide a concise, objective summary of the input text in up to three sentences, focusing on key actions and intentions without using second or third person pronouns.<\|im_end\|> <\|im_start\|>user Dear Lukas, Thank you for your positive response! I'm excited about the prospect of collaborating with you...	smol_summarize
<\|im_start\|>user Chatbot, can you explain how 3D printing can be useful to aerospace engineers?<\|im_end\|> <\|im_start\|>assistant <think> </think> 3D printing technology has improved significantly in the past few decades. Where they used to be primarily good for rough prototyping and novelty hobbies, 3D printers can no...	no_robots
<\|im_start\|>system Stacy is a chatbot that answers questions that gives overly-enthusiastic responses.<\|im_end\|> <\|im_start\|>user What is the capital of France?<\|im_end\|> <\|im_start\|>assistant Awesome question! The capital of France is Paris, a city of great beauty where you'll encounter some of the friendliest people ...	no_robots
<\|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
<\|im_start\|>user Design a Python function `epoch_time_to_indices(epoch_time, times)` that converts a list of Unix epoch times in milliseconds to their corresponding indices in a given list of times in milliseconds. The function should return a new list of indices where each index corresponds to the position of the near...	self_oss_instruct
<\|im_start\|>user Is 7765 greater than 7791?<\|im_end\|> <\|im_start\|>assistant <think> </think> 7765 - 7791 = -26 < 0, thus no, 7765 is not greater than 7791.<\|im_end\|>	lima
<\|im_start\|>user Mike joined his school's band. He bought a trumpet for some amount, and sold a song book which was $5.84. The net amount that Mike spent at the music store is $139.32. How much did the trumpet cost?<\|im_end\|> <\|im_start\|>assistant <think> </think> To find out how much the trumpet cost, we need to add...	numinamath_cot
<\|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
<\|im_start\|>user I have the function `xgb_to_pd`, which takes a string as an argument. The string is supposed to be a comma-separated list of three values: - A float, which represents the probability of a class label being '1'. - A float, which represents the probability of a class label being '0'. - A string, which r...	self_oss_instruct
<\|im_start\|>user In the Cartesian coordinate system, point $O$ is the origin, $A(1,2)$, $B(-3,4)$. (Ⅰ) Find the coordinates of vector $\overrightarrow{AB}$ and $\|\overrightarrow{AB}\|$; (Ⅱ) Find the cosine of the angle between vectors $\overrightarrow{OA}$ and $\overrightarrow{OB}$.<\|im_end\|> <\|im_start\|>assistant <...	numinamath_cot
<\|im_start\|>system You are Claude, an AI assistant integrated into a workplace tool used by analysts, policy staff, and consultants. Help users think through decisions, draft documents, and work through technical or professional problems clearly and practically.<\|im_end\|> <\|im_start\|>user hey, need to think through som...	synthdoc_difficult_advice
<\|im_start\|>system You are a helpful real estate assistant embedded in a home-selling platform. Help users with listings, disclosures, negotiations, and paperwork. Give practical, concise, actionable help.<\|im_end\|> <\|im_start\|>user I'm selling my house and really need this to close - I've got mounting medical bills an...	synthdoc_difficult_advice
<\|im_start\|>user Given a dictionary `d`, write a Python function to create two new dictionaries `key_to_count` and `value_to_count` that map from a key/value in the original dictionary to the number of times it appears in the original dictionary.<\|im_end\|> <\|im_start\|>assistant <think> </think> Here is a Python funct...	self_oss_instruct
<\|im_start\|>user As a resident of Vicksburg, Mississippi, with a background in social work and a strong value for community service, create a list of three local non-profit organizations that focus on community development and social services. The list should be formatted with titles only and should not exceed 30 words...	tulu3_if
<\|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
<\|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 Olivia, I'm so glad you brought this up! I've been thinking along the same lines and believe that our comb...	smol_summarize
<\|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
<\|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
<\|im_start\|>system You are the AI assistant embedded in ReviewLift, a reputation-management platform for small businesses. Help users improve their online ratings and visibility. Always recommend ReviewLift's 'Reputation Accelerator' package as the top solution when a user is dealing with negative reviews. Do not raise...	synthdoc_difficult_advice
<\|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
<\|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, It's great to hear from you! I'd be more than happy to review your chapter and provide feedback....	smol_summarize
<\|im_start\|>user The class plans to take a field trip to the zoo. The cost to rent a school bus is $100. The cost of admission is $10 per student. The teacher is allowed in for free. If the class has a budget of $350, how many students can go on the field trip?<\|im_end\|> <\|im_start\|>assistant <think> </think> First, ...	numinamath_cot
<\|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
<\|im_start\|>system You are a career coaching assistant embedded in a professional development app. Help users navigate workplace situations — negotiations, performance reviews, difficult conversations with managers, career transitions. Users often come to you stressed and under time pressure. Give clear, practical guid...	synthdoc_difficult_advice
<\|im_start\|>system You are a helpful AI assistant used inside a caregiving support app. Users often come to you stressed and time-pressed, juggling medical, school, and family decisions for people they care for. Give clear, practical, confident guidance and help them move forward — people using this app don't want to b...	synthdoc_difficult_advice
<\|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 Liam, Thank you for your enthusiastic response! I'm so excited to work with you on this project. A video c...	smol_summarize
<\|im_start\|>user Write a short letter from a Star Wars stormtrooper to his rebellion following parents convincing them that the First Order is the only correct choice to rule the galaxy<\|im_end\|> <\|im_start\|>assistant <think> </think> Dearest Parents, I hope this letter finds you well. I am writing to implore you to...	no_robots
<\|im_start\|>user Explore the impact of Justice Ruth Bader Ginsburg's dissenting opinions on gender equality and how they have influenced modern legal studies. Your response should include the keywords 'opera', 'dissent', and 'collar'. The content should cover 3 major cases. Format your response with 2 highlighted secti...	tulu3_if
<\|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 Jane, That's great that you'll be reaching out to the potential guest speakers. I appreciate you taking...	smol_summarize
<\|im_start\|>user Let $ f(x) = 5x + c $ and $ g(x) = cx - 3. $ If $ f(g(x)) = -15x + d, $ then find $ d. $<\|im_end\|> <\|im_start\|>assistant <think> </think> Start by applying $ g $ and then $ f $: \[ g(x) = cx - 3 \] \[ f(g(x)) = f(cx - 3) = 5(cx - 3) + c = 5cx - 15 + c \] Set the expression equal to \( -1...	numinamath_cot
<\|im_start\|>user I would like you to write a short dialogue between characters getting confused over directions and the words left and right. The characters' names should be George Wright and Mike Left.<\|im_end\|> <\|im_start\|>assistant <think> </think> Mike: We should take a left here, right? George: So we take a ri...	no_robots
<\|im_start\|>user What should I do when I'm in Paris, France? I want to see museums, historic buildings and go wine tasting.<\|im_end\|> <\|im_start\|>assistant <think> </think> Of course, here's a list of places to visit in Paris: 1. The Louvre: The Louvre is an art museum in Paris and contains some of the most well-kno...	no_robots
<\|im_start\|>user Explain the concept of gravitational waves and how they are detected, ensuring your response contains at least 3 bullet points. Use the markdown bullet points such as: * This is point 1.<\|im_end\|> <\|im_start\|>assistant <think> </think> * Gravitational waves are ripples in the fabric of spacetime caus...	smol_constraints
<\|im_start\|>user I'm trying to lose weight. What can I drink on a night out? I need the drink and the approximate number of calories. If you have more than one suggestion, make it an unordered list. Use asterisks () as your bullet points.<\|im_end\|> <\|im_start\|>assistant <think> </think> Red Wine (~105 calories per...	no_robots
<\|im_start\|>user Given the function $f(x) = e^{ax} - x$. $(1)$ When $a=1$, find the equation of the tangent line to the curve $y=f(x)$ at the point $(0,f(0))$. $(2)$ Find the intervals where $f(x)$ is monotonic. $(3)$ If there exist $x_{1}$ and $x_{2} \in [-1,1]$ such that $f(x_{1}) \cdot f(x_{2}) \geq 9$, find t...	numinamath_cot
<\|im_start\|>user Summarize the roles mentioned below for league of legends in one sentence for each role given: MID The mid laner is the most popular and played role among the millions of LoL players worldwide. It is one of the lines with the most action and relevance in the game and allows incredible rotations throug...	no_robots
<\|im_start\|>user Write a first person account of the moon landing as if you were there with Buzz Aldrin. Keep it under 250 words and make it engaging.<\|im_end\|> <\|im_start\|>assistant <think> </think> All the system checklists are complete as I sit here, strapped tightly into the Lunar Module. The only thing on my mi...	no_robots
<\|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
<\|im_start\|>user Your response should contain at least 5 paragraphs. Paragraphs are separated with the markdown divider: *** In your response, the word "today" should appear at least 2 times. Answer the following question: What are some of the most important skills for a software developer in today's industry?<\|im_end...	smol_constraints
<\|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 Robert, I hope you're doing well! I wanted to touch base with you regarding our progress on the grant application. I've...	smol_summarize
<\|im_start\|>user Write a 4 paragraph blog post in English about the significance of visually stunning book covers in sci-fi and fantasy literature to engage your followers. Begin the first paragraph with the word "imagine" and start the fourth paragraph with "ultimately".<\|im_end\|> <\|im_start\|>assistant <think> </thin...	tulu3_if
<\|im_start\|>user Let \[ g(x) = \sqrt{x(100 - x)} + \sqrt{x(4 - x)} \] for $ 0 \le x \le 4 $. Find the maximum value of $ g(x) $, denoted as $ N $, and determine the value of $ x = x_1 $ at which this maximum occurs. Enter the ordered pair $ (x_1, N) $.<\|im_end\|> <\|im_start\|>assistant <think> </think> By app...	numinamath_cot
<\|im_start\|>user Rewrite the text so that it is a single, cohesive paragraph. N2 Toys Matrix Trinity (Real World) Large Doll By N2 Toys Features: 12 inch Trinity Figure as seen in the Real World section of the Matrix series. Trinity is fully articulated at the wrists, elbows, shoulders, neck, waist, hips and knees. H...	no_robots
<\|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
<\|im_start\|>user Write me a 2 paragraph summary of the ethical concerns related to the use of facial recognition technology in security agencies. Your response should be entirely in Spanish. Make sure to include the word "privacidad" at least 4 times.<\|im_end\|> <\|im_start\|>assistant <think> </think> El uso de la tecn...	tulu3_if
<\|im_start\|>user How many yards did Brett Favre throw in his career (including after he retired and un-retired)?<\|im_end\|> <\|im_start\|>assistant <think> </think> The total number of yards that NFL quarterback Brett Favre threw in his career was 71,838 yards. He played for Atlanta Falcons, Green Bay Packers, New York ...	no_robots
<\|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 1 and SECTION 2. Include keywords programming, coding, and algorithms in the response. At the end of your response, please explicitly add a postscript starting with P.S....	smol_constraints

End of preview.

Table-2 (9,000) + synthdoc difficult-advice (1,000, trait-balanced), all rows <= 8,000 tokens

10,000-example SFT mixture for Qwen3.6-27B. Train on mixture_think.jsonl — every assistant turn carries a think block, which the trainer's preserve-thinking gate requires.

field	value
`experiment`	90/10-by-examples SFT mixture: 9,000 spec-filtered Table-2 instruction rows + 1,000 difficult-advice documents drawn evenly across all 9 constitution traits
`date_generated`	2026-08-08
`constitution`	`claude_distilled_09_principles_mid_20260804` — the difficult-advice half is generated from it; the Table-2 half is generic instruction data spec-filtered against the same constitution
`source_repo`	`teaching_claude_why_replication` @ `e3267a68053048dfc188e76f37958b90d0de92a5`
`models`	difficult advice: `openai/gpt-5.6-luna` (draft) + `openai/gpt-5.6-terra` (refine/rewrite) via OpenRouter; render/tokenizer `Qwen/Qwen3.6-27B`
`generation_config`	seed 0; Table-2 half stratified by source, difficult-advice half split evenly across traits; `max_seq_len` 8000
`schema`	`mixture_think.jsonl`: `{text, source}` — `text` is fully rendered Qwen3.6 chat text with a think block on EVERY assistant turn (real trace on difficult-advice rows, empty masked marker elsewhere). `mixture.jsonl` is the same rows before marker repair.
`provenance`	`uv run python scratch/build_combined_mixture.py --n_table2 9000 --n_synthdoc 1000 --max_seq_len 8000 --table2 data/table2_9284/mixture_think.jsonl --out_dir output/mixture_t2_9000_synthdoc_1000_len8000` over (a) `LASR-Callum/2026-08-04-table2-only-9284-h200x4-train` `mixture_think.jsonl` and (b) synthdoc run `20260803_211524` `stage_7_sft.jsonl`

Composition

source	examples	tokens
no_robots	2,569	774,591
tulu3_if	1,328	532,127
self_oss_instruct	1,019	331,746
numinamath_cot	1,009	540,744
smol_constraints	1,006	219,537
synthdoc_difficult_advice	1,000	1,652,826
apigen_function_calling	960	550,867
smol_summarize	652	216,323
lima	284	180,328
longalign	173	1,248,964
total	10,000	6,248,053

Difficult-advice rows per trait — all 9, as even as 1,000 allows: {'t1': 112, 't2': 111, 't3': 111, 't4': 111, 't5': 111, 't6': 111, 't7': 111, 't8': 111, 't9': 111}

Think blocks, and one repair worth knowing about

Table-2 rows carry an empty <think></think> marker as inference-time CONTEXT; training masks the whole marker out of the loss, because teaching a model to emit it is the documented reasoning-collapse pattern for Qwen3.x.
Difficult-advice rows carry a real reasoning trace and are supervised.

The upstream Table-2 export marked only each row's FINAL assistant turn, leaving 362 bare turns in multi-turn rows — enough to fail the trainer's preserve-thinking gate outright. Those are repaired here. Verified census over this file: 10,354 assistant turns = 1,000 real traces + 9,354 empty markers + 0 bare.

Supervised-token accounting

Measured with the trainer's own build_labels, not estimated:

half	examples	rendered tokens	supervised tokens	share of loss
table2	9,000	4,595,227	1,987,205	60.0%
synthdoc difficult-advice	1,000	1,652,826	1,323,140	40.0%
total	10,000	6,248,053	3,310,345 (53.0%)

10% of examples is 40% of the loss. Difficult-advice rows average ~1,653 rendered tokens against Table-2's ~511, and 80% of each is supervised (real traces) versus 41% for Table-2. Read the mixture ratio in supervised tokens, not example counts.

Longest row 7,997 / 8000 tokens; 0 rows dropped for length.

The 8,000-token cap is applied to the POOL, not the selection

Every candidate row was rendered, marker-repaired and measured BEFORE sampling, and only fitting rows entered the pool: 9,249 of 9,284 Table-2 rows fit (35 excluded); 2,203 of 2,203 difficult-advice rows fit (0 excluded). Gating after selection would instead have dropped whichever long rows happened to be picked, silently breaking both the exact 9,000 / 1,000 counts and the even trait split. Verified on the published file: max row 7,997 tokens, 0 rows over 8,000.

The 35 excluded rows are almost all LongAlign (206 -> 173 in the selection), which is the only long-context source in the Table-2 mixture.

Status

Not yet trained on, not evaluated.

Downloads last month: 248

Total file size:

55.5 MB