README.md

metadata

license: apache-2.0
task_categories:
  - text-generation
tags:
  - k2-horizon
  - training-data
  - parquet
  - math
  - reasoning
configs:
  - config_name: math-thinking-qwen
    data_files:
      - split: train
        path: math-thinking-qwen/*.parquet
  - config_name: math-thinking-oss
    data_files:
      - split: train
        path: math-thinking-oss/*.parquet
  - config_name: math-rewrite
    data_files:
      - split: train
        path: math-rewrite/*.parquet
  - config_name: math-dialogue
    data_files:
      - split: train
        path: math-dialogue/*.parquet
  - config_name: socratic-math-dialogue
    data_files:
      - split: train
        path: socratic-math-dialogue/*.parquet

Math-Reasoning

Dataset Description

Mathematical problem-solving, rewriting, and dialogue data for reasoning-oriented language-model training. 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
math-thinking-qwen	math-thinking-qwen/*.parquet
math-thinking-oss	math-thinking-oss/*.parquet
math-rewrite	math-rewrite/*.parquet
math-dialogue	math-dialogue/*.parquet
socratic-math-dialogue	socratic-math-dialogue/*.parquet

Repository Structure

README.md
math-thinking-qwen/
  <source-file>-<stable-id>-00000.parquet
  <source-file>-<stable-id>-00001.parquet
math-thinking-oss/
  <source-file>-<stable-id>-00000.parquet
  <source-file>-<stable-id>-00001.parquet
math-rewrite/
  <source-file>-<stable-id>-00000.parquet
  <source-file>-<stable-id>-00001.parquet
math-dialogue/
  <source-file>-<stable-id>-00000.parquet
  <source-file>-<stable-id>-00001.parquet
socratic-math-dialogue/
  <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/Math-Reasoning",
    "math-thinking-qwen",
    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.