Datasets:
Tasks:
Text Generation
Modalities:
Text
Formats:
parquet
Size:
10M - 100M
ArXiv:
Tags:
reasoning
latent-thoughts
latent-variable-models
expectation-maximization
self-improvement
mathematics
License:
File size: 7,949 Bytes
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---
license: apache-2.0
task_categories:
- text-generation
tags:
- mathematics
- reasoning
- latent-thoughts
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- config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_1_mc_4
data_files:
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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:
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path: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_2_mc_4/train-*
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data_files:
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data_files:
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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:
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path: finemath_4plus_final_500m_warmstart_split/train-*
- config_name: finemath_4plus_final_500m_warmstart_split_with_gpt_latent_thoughts_latents
data_files:
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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:
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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:
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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:
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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. |