---
license: apache-2.0
task_categories:
- text-generation
tags:
- mathematics
- reasoning
- latent-thoughts
dataset_info:
- config_name: finemath_4plus_final_2b_separated_bootstrap_split
  features:
  - name: text
    dtype: string
  - name: metadata
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- config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_1_mc_4
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- config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_2_mc_4
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- config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_3_mc_4
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  - name: text
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  - name: num_chunks
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    - name: latent
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- config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_4_mc_4
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- config_name: finemath_4plus_final_500m_warmstart_split
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- config_name: finemath_4plus_final_500m_warmstart_split_with_gpt_latent_thoughts_latents
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- config_name: finemath_4plus_final_500m_warmstart_split_with_wrap_baseline_latents
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- config_name: finemath_4plus_final_500m_warmstart_split_with_wrap_cot_latents
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- config_name: finemath_4plus_final_fixed_val_split
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- config_name: finetune_gsm8k
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- config_name: finetune_math
  features:
  - name: doc
    struct:
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      dtype: string
    - name: solution
      dtype: string
    - name: answer
      dtype: string
    - name: level
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    - name: type
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  - name: text
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  - name: validation
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  download_size: 14502759
  dataset_size: 31030463
configs:
- config_name: finemath_4plus_final_2b_separated_bootstrap_split
  data_files:
  - split: train
    path: finemath_4plus_final_2b_separated_bootstrap_split/train-*
- config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_1_mc_4
  data_files:
  - split: train
    path: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_1_mc_4/train-*
- config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_2_mc_4
  data_files:
  - split: train
    path: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_2_mc_4/train-*
- config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_3_mc_4
  data_files:
  - split: train
    path: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_3_mc_4/train-*
- config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_4_mc_4
  data_files:
  - split: train
    path: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_4_mc_4/train-*
- config_name: finemath_4plus_final_500m_warmstart_split
  data_files:
  - split: train
    path: finemath_4plus_final_500m_warmstart_split/train-*
- config_name: finemath_4plus_final_500m_warmstart_split_with_gpt_latent_thoughts_latents
  data_files:
  - split: train
    path: finemath_4plus_final_500m_warmstart_split_with_gpt_latent_thoughts_latents/train-*
- config_name: finemath_4plus_final_500m_warmstart_split_with_wrap_baseline_latents
  data_files:
  - split: train
    path: finemath_4plus_final_500m_warmstart_split_with_wrap_baseline_latents/train-*
- config_name: finemath_4plus_final_500m_warmstart_split_with_wrap_cot_latents
  data_files:
  - split: train
    path: finemath_4plus_final_500m_warmstart_split_with_wrap_cot_latents/train-*
- config_name: finemath_4plus_final_fixed_val_split
  data_files:
  - split: train
    path: finemath_4plus_final_fixed_val_split/train-*
- config_name: finetune_gsm8k
  data_files:
  - split: test
    path: finetune_gsm8k/test-*
  - split: train
    path: finetune_gsm8k/train-*
  - split: validation
    path: finetune_gsm8k/validation-*
- config_name: finetune_math
  data_files:
  - split: test
    path: finetune_math/test-*
  - split: train
    path: finetune_math/train-*
  - split: validation
    path: finetune_math/validation-*
---

This dataset is associated with the paper [Reasoning to Learn from Latent Thoughts](https://huggingface.co/papers/2503.18866). It contains data used for pretraining language models with a focus on improving data efficiency by modeling and inferring latent thoughts underlying the text generation process, particularly in mathematical reasoning tasks.