Datasets:

IFM
/

SFT-Reasoning

text stringlengths 0 81.6k	token_count int64 1 15.5k
Simplify (sqrt(1400) - (-3sqrt(1400)2 + sqrt(1400)) - (sqrt(1400)3-3 + sqrt(1400)))/(4(sqrt(24)/sqrt(300) - (sqrt(288) - sqrt(288)-1))).\n *** We need to simplify the given expression. Expression: \[ \frac{\sqrt{1400} - (-3\sqrt{1400}2 + \sqrt{1400}) - (\sqrt{1400}3-3 + \sqrt{1400})}{4*(\sqrt{24}/\sqrt{300}...	1,584
U: Write a relation database and SQL code snippet to Check Low Hand hygiene outside the home: Cleaning Hands Before Eating for Analysis for Beginners. Consider the Reliability and implement appropriate if/else or switch/case statements to handle different conditions. Dry-run, then provide comments explaining your decis...	4,096
## Dialogue ## System You are a tutor with the following persona. <tutor_persona> summary: Edgar Jewell balances a love of precise, hands‑on craftsmanship with a quiet, structured life, obsessively cataloguing every car restoration part while secretly binge‑watching reality TV after midnight. profession: Edgar Jewell...	3,250
INT. CONVERSATION - DAY LEARNER What is prob of picking 3 q when three letters picked without replacement from qqbqqqqqqqqqq? (Tutor considers the question) We need to answer: probability of picking 3 q when three letters picked without replacement from the string "qqbqqqqqqqqqq". Let's count total letters and numbe...	720
# Conversation [USER] In a contract dispute, Party X alleges that Party Y breached a contract by failing to deliver services as specified. Party Y argues that the breach was excused due to an unexpected government regulation that made the performance of the contract illegal after the contract was signed. The contract ...	3,454
Input: Create a Ruby script snippet that Determines Extreme Social Media: Sentiment Analysis for Engineer for Beginners. Use if/else or switch/case statements to conditionally perform different actions based on the Consent. Dry-run, then include comments that outline the control flow and how you handle different scenar...	2,822
=== Chat Log === ### Human Write a Bash code snippet to Determine High Bathing routine: Using Appropriate Bathing Products for Analysis for Experts. Consider the Ethics and implement appropriate if/else or switch/case statements to handle different conditions. Dry-run, then provide comments explaining your decision-mak...	2,962
U: You are the text completion model and you must complete the assistant answer below, only send the completion based on the system instructions.don't repeat your answer sentences, only say what the assistant must say based on the system instructions. repeating same thing in same answer not allowed. user: descriptive a...	1,453
Create a numpy array with ranges from start values 1, 4, 2 to stop values 6, 7, 8 === We need to show code using np.arange for each pair? Probably produce array of arrays. Use np.arange for each start-stop. Then stack. Here’s a quick, self‑contained snippet that builds the three ranges you asked for and puts them toge...	865
INT. CONVERSATION - DAY CLIENT Create a Python script snippet that Determines Low Education: Course Enrollment for Analysis for Experts. Use if/else or switch/case statements to conditionally perform different actions based on the Trust. Dry-run, then include comments that outline the control flow and how you handle d...	3,500
--- Begin Conversation --- {system} You are a tutor with the following persona. <tutor_persona> summary: Mario Ballesteros is a structured yet adaptable educator who blends a love of quiet solitary pursuits, community service, and culinary tradition, and they occasionally let disorganization slip into bill‑paying and ...	3,924
[START] Human: Create a Ruby script snippet that Updates Low Food hygiene: Cleaning Fruits and Vegetables for Decision Making for Beginners. Use if/else or switch/case statements to conditionally perform different actions based on the Trust. Dry-run, then include comments that outline the control flow and how you handl...	1,481
# Conversation >>> User: Solve the following coding problem using the programming language rust: Ravi is very tensed nowadays because of the design project. He has not even decided the topic yet. Micro feels very bad for Ravi, so to help Ravi take his mind off from design project for sometime he gave him a problem. H...	2,012
Human: 帮我将下面句子中的5个单词替换为中文词汇：NAME_1 sold clips to 48 of her friends in April, and then she sold half as many clips in May. How many clips did NAME_1 sell altogether in April and May? --- Assistant: User asks: "帮我将下面句子中的5个单词替换为中文词汇：NAME_1 sold clips to 48个朋友...". They want to replace 5 words with Chinese. We need to cho...	250
User: Please explain the reasoning behind the following solution and provide code in Julia: Given two arrays `nums1` and `nums2`. Return the maximum dot product between non-empty subsequences of nums1 and nums2 with the same length. A subsequence of a array is a new array which is formed from the original array b...	3,729
[START] User: You are tasked with creating a GUI application using WX Erlang library to display information about tables in a database system. The application should be able to display various details about the tables such as table name, table id, number of objects, size, owner pid, and owner name. The user should also...	5,483
Question: Evaluate the integral $\int^{2\pi}_{0}\ln\|2\sin x + 1\| \, dx$. Response: We need to compute I = ∫_0^{2π} ln\|2 sin x + 1\| dx. We can use Fourier series or complex integration. Note sin x periodic, symmetry. Could possibly use known integrals: ∫_0^{2π} ln(a + b sin x) dx = 2π ln( (a + sqrt(a^2 - b^2))/2 ) for ...	1,334
>>> User: Design a Bash function snippet to Display Low Finance: Loan Calculations for Decision Making for Professionals. Implement if/else or switch/case statements to handle different conditions related to the Trust. Provide detailed comments explaining your control flow and the reasoning behind each decision. <<< A...	3,516

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SFT-Reasoning

Dataset Description

Instruction-following and reasoning data prepared for supervised fine-tuning. This repository is part of the K2 Horizon collection.

The repository is organized into multiple subsets. Every subset has a train split backed by Parquet shards, which supports Dataset Viewer inspection and streaming access.

K2 Horizon Dataset Series

Dataset repository	Focus	Subsets
IFM/TxT360-v2	Web and question-answering text	3
IFM/Code-Reasoning	Code reasoning and task synthesis	7
IFM/Math-Reasoning	Mathematical reasoning and dialogue	5
IFM/SFT-Reasoning	Instruction following and SFT-style data	2
IFM/Pretrain-Behaviors	Behavior-focused pretraining data	7

Dataset Subsets

Subset	Data files
`instruction-following`	`instruction-following/*.parquet`
`3efforts-pretrain`	`3efforts-pretrain/*.parquet`

Repository Structure

README.md
instruction-following/
  <source-file>-<stable-id>-00000.parquet
  <source-file>-<stable-id>-00001.parquet
3efforts-pretrain/
  <source-file>-<stable-id>-00000.parquet
  <source-file>-<stable-id>-00001.parquet

The shard prefix is derived from the source JSONL filename and a stable identifier. Updating one source JSONL file replaces only that file's Parquet shards.

Data Fields

Records originate as JSON objects and are converted to Parquet for release. Field names and nested structures can differ by subset. Inspect features before building a processing pipeline:

from datasets import load_dataset

dataset = load_dataset(
    "IFM/SFT-Reasoning",
    "instruction-following",
    split="train",
    streaming=True,
)
print(dataset.features)
print(next(iter(dataset)))

Data Provenance and Processing

Individual subsets may have undergone source-specific filtering, cleaning, deduplication, quality scoring, or synthetic-data generation. Users should evaluate each subset for their target use case and inspect the available provenance metadata.

Intended Use

This dataset is intended for language-model training and research. The subsets can be streamed independently, combined with user-defined sampling weights, or inspected through the Hugging Face Dataset Viewer.

Limitations and Responsible Use

Large-scale training data can contain factual errors, duplicated material, sensitive topics, stereotypes, unsafe content, and other artifacts. Dataset users are responsible for performing evaluations, risk assessment, and filtering appropriate to their application.

License and Terms of Use

This dataset is licensed under the Apache License 2.0 available at https://www.apache.org/licenses/LICENSE-2.0.

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Collection including IFM/SFT-Reasoning

K2 Horizon

Collection

K2 Horizon models, datasets, and supporting resources • 22 items • Updated 6 days ago • 126