metadata
dataset_info:
features:
- name: input_ids_0
sequence: int64
- name: input_ids_1
sequence: int64
- name: input_ids_2
sequence: int64
- name: input_ids_3
sequence: int64
- name: input_ids_4
sequence: int64
- name: input_ids_5
sequence: int64
- name: input_ids_6
sequence: int64
- name: input_ids_7
sequence: int64
- name: input_ids_8
sequence: int64
- name: input_ids_9
sequence: int64
- name: input_ids_10
sequence: int64
- name: input_ids_11
sequence: int64
- name: input_ids_12
sequence: int64
- name: input_ids_13
sequence: int64
- name: input_ids_14
sequence: int64
- name: input_ids_15
sequence: int64
- name: input_ids_16
sequence: int64
- name: input_ids_17
sequence: int64
- name: input_ids_18
sequence: int64
- name: input_ids_19
sequence: int64
- name: rule_ids
sequence: int64
splits:
- name: train
num_bytes: 3363000000
num_examples: 950000
- name: validation
num_bytes: 177000000
num_examples: 50000
- name: test
num_bytes: 354000000
num_examples: 100000
download_size: 75558446
dataset_size: 3894000000
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
- split: validation
path: data/validation-*
- split: test
path: data/test-*
Paper:
- arxiv https://arxiv.org/abs/2508.16745
- huggingface https://huggingface.co/papers/2508.16745
Cite:
@misc{rodkin2025memorizationextendingreasoningdepth,
title={Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling},
author={Ivan Rodkin and Daniil Orel and Konstantin Smirnov and Arman Bolatov and Bilal Elbouardi and Besher Hassan and Yuri Kuratov and Aydar Bulatov and Preslav Nakov and Timothy Baldwin and Artem Shelmanov and Mikhail Burtsev},
year={2025},
eprint={2508.16745},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2508.16745},
}