---
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}, 
}
```