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:
| 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 | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 8304174131 | |
| num_examples: 1338556 | |
| download_size: 3826592630 | |
| dataset_size: 8304174131 | |
| - config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_1_mc_4 | |
| features: | |
| - name: text | |
| dtype: string | |
| - name: num_chunks | |
| dtype: int64 | |
| - name: chunks | |
| list: | |
| - name: suffix | |
| dtype: string | |
| - name: latent | |
| dtype: string | |
| - name: metadata | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 35768747761 | |
| num_examples: 1338556 | |
| download_size: 17355271834 | |
| dataset_size: 35768747761 | |
| - config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_2_mc_4 | |
| features: | |
| - name: text | |
| dtype: string | |
| - name: num_chunks | |
| dtype: int64 | |
| - name: chunks | |
| list: | |
| - name: suffix | |
| dtype: string | |
| - name: latent | |
| dtype: string | |
| - name: metadata | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 35359265255 | |
| num_examples: 1338556 | |
| download_size: 17150348579 | |
| dataset_size: 35359265255 | |
| - config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_3_mc_4 | |
| features: | |
| - name: text | |
| dtype: string | |
| - name: num_chunks | |
| dtype: int64 | |
| - name: chunks | |
| list: | |
| - name: suffix | |
| dtype: string | |
| - name: latent | |
| dtype: string | |
| - name: metadata | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 35003567576 | |
| num_examples: 1338556 | |
| download_size: 16978801533 | |
| dataset_size: 35003567576 | |
| - config_name: finemath_4plus_final_2b_separated_bootstrap_split_with_bootstrap_latents_setup_bootstrap_fixed_data_iter_4_mc_4 | |
| features: | |
| - name: text | |
| dtype: string | |
| - name: num_chunks | |
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| - name: suffix | |
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| - name: latent | |
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| - name: metadata | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 34659154967 | |
| num_examples: 1338556 | |
| download_size: 16822737328 | |
| dataset_size: 34659154967 | |
| - config_name: finemath_4plus_final_500m_warmstart_split | |
| features: | |
| - name: text | |
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| - name: metadata | |
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| splits: | |
| - name: train | |
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| num_examples: 334640 | |
| download_size: 951823008 | |
| dataset_size: 2066140560 | |
| - config_name: finemath_4plus_final_500m_warmstart_split_with_gpt_latent_thoughts_latents | |
| features: | |
| - name: text | |
| dtype: string | |
| - name: num_chunks | |
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| - name: latent | |
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| - name: metadata | |
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| splits: | |
| - name: train | |
| num_bytes: 8857963884 | |
| num_examples: 334640 | |
| download_size: 4239904449 | |
| dataset_size: 8857963884 | |
| - config_name: finemath_4plus_final_500m_warmstart_split_with_wrap_baseline_latents | |
| features: | |
| - name: text | |
| dtype: string | |
| - name: latent | |
| dtype: string | |
| - name: metadata | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 14823881980 | |
| num_examples: 1673200 | |
| download_size: 7139488984 | |
| dataset_size: 14823881980 | |
| - config_name: finemath_4plus_final_500m_warmstart_split_with_wrap_cot_latents | |
| features: | |
| - name: text | |
| dtype: string | |
| - name: latent | |
| dtype: string | |
| - name: metadata | |
| dtype: string | |
| splits: | |
| - name: train | |
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| num_examples: 1338560 | |
| download_size: 6514552606 | |
| dataset_size: 13353860010 | |
| - config_name: finemath_4plus_final_fixed_val_split | |
| features: | |
| - name: text | |
| dtype: string | |
| - name: metadata | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 40464088 | |
| num_examples: 6700 | |
| download_size: 18501400 | |
| dataset_size: 40464088 | |
| - config_name: finetune_gsm8k | |
| features: | |
| - name: doc | |
| struct: | |
| - name: question | |
| dtype: string | |
| - name: answer | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 2277260 | |
| num_examples: 1319 | |
| - name: train | |
| num_bytes: 11421745 | |
| num_examples: 6725 | |
| - name: validation | |
| num_bytes: 1275902 | |
| num_examples: 748 | |
| download_size: 7019889 | |
| dataset_size: 14974907 | |
| - config_name: finetune_math | |
| features: | |
| - name: doc | |
| struct: | |
| - name: problem | |
| dtype: string | |
| - name: solution | |
| dtype: string | |
| - name: answer | |
| dtype: string | |
| - name: level | |
| dtype: string | |
| - name: type | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 12100367 | |
| num_examples: 5000 | |
| - name: train | |
| num_bytes: 17082822 | |
| num_examples: 6750 | |
| - name: validation | |
| num_bytes: 1847274 | |
| num_examples: 750 | |
| 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. |