| --- |
| dataset_info: |
| - config_name: base |
| features: |
| - name: data_source |
| dtype: string |
| - name: prompt |
| list: |
| - name: role |
| dtype: string |
| - name: content |
| dtype: string |
| - name: ability |
| dtype: string |
| - name: reward_model |
| struct: |
| - name: style |
| dtype: string |
| - name: ground_truth |
| dtype: large_string |
| - name: reward_weights |
| list: |
| - name: key |
| dtype: string |
| - name: weight |
| dtype: float64 |
| - name: rubrics |
| list: |
| - name: component_id |
| dtype: string |
| - name: criterion |
| dtype: string |
| - name: tags |
| list: |
| - name: key |
| dtype: string |
| - name: value |
| dtype: string |
| - name: criteria_weights |
| list: |
| - name: key |
| dtype: string |
| - name: weight |
| dtype: float64 |
| - name: extra_info |
| struct: |
| - name: split |
| dtype: string |
| - name: index |
| dtype: int64 |
| - name: num_generations |
| dtype: int64 |
| - name: validation |
| struct: |
| - name: core |
| list: string |
| - name: pass_at_k |
| list: string |
| - name: macro |
| struct: |
| - name: task |
| dtype: string |
| - name: metric |
| dtype: string |
| - name: question |
| dtype: string |
| - name: answer |
| dtype: string |
| - name: task |
| dtype: string |
| - name: length_refs |
| list: 'null' |
| - name: rm_scales |
| list: 'null' |
| - name: origin_dataset |
| dtype: string |
| - name: origin_revision |
| dtype: string |
| - name: origin_subset |
| dtype: string |
| - name: num_tests |
| dtype: int64 |
| - name: source |
| dtype: string |
| - name: num_tests_original |
| dtype: int64 |
| - name: source_id |
| dtype: string |
| - name: reference_checked |
| dtype: bool |
| - name: origin_source |
| dtype: string |
| - name: constraint_count |
| dtype: int64 |
| - name: rule_count |
| dtype: int64 |
| splits: |
| - name: train |
| num_bytes: 2183355318 |
| num_examples: 197832 |
| download_size: 2158936857 |
| dataset_size: 2183355318 |
| - config_name: olmo-3-7b-it-sft |
| features: |
| - name: data_source |
| dtype: string |
| - name: prompt |
| list: |
| - name: role |
| dtype: string |
| - name: content |
| dtype: string |
| - name: ability |
| dtype: string |
| - name: reward_model |
| struct: |
| - name: style |
| dtype: string |
| - name: ground_truth |
| dtype: large_string |
| - name: reward_weights |
| list: |
| - name: key |
| dtype: string |
| - name: weight |
| dtype: float64 |
| - name: rubrics |
| list: |
| - name: component_id |
| dtype: string |
| - name: criterion |
| dtype: string |
| - name: tags |
| list: |
| - name: key |
| dtype: string |
| - name: value |
| dtype: string |
| - name: criteria_weights |
| list: |
| - name: key |
| dtype: string |
| - name: weight |
| dtype: float64 |
| - name: extra_info |
| struct: |
| - name: split |
| dtype: string |
| - name: index |
| dtype: int64 |
| - name: num_generations |
| dtype: int64 |
| - name: validation |
| struct: |
| - name: core |
| list: string |
| - name: pass_at_k |
| list: string |
| - name: macro |
| struct: |
| - name: task |
| dtype: string |
| - name: metric |
| dtype: string |
| - name: question |
| dtype: string |
| - name: answer |
| dtype: string |
| - name: task |
| dtype: string |
| - name: length_refs |
| list: |
| - name: model |
| dtype: string |
| - name: length_ref |
| dtype: float64 |
| - name: source |
| dtype: string |
| - name: quality |
| dtype: float64 |
| - name: rm_scales |
| list: |
| - name: model |
| dtype: string |
| - name: rm |
| dtype: string |
| - name: lo |
| dtype: float64 |
| - name: hi |
| dtype: float64 |
| - name: origin_dataset |
| dtype: string |
| - name: origin_revision |
| dtype: string |
| - name: origin_subset |
| dtype: string |
| - name: num_tests |
| dtype: int64 |
| - name: source |
| dtype: string |
| - name: num_tests_original |
| dtype: int64 |
| - name: source_id |
| dtype: string |
| - name: reference_checked |
| dtype: bool |
| - name: origin_source |
| dtype: string |
| - name: constraint_count |
| dtype: int64 |
| - name: rule_count |
| dtype: int64 |
| - name: base_levels |
| list: |
| - name: model |
| dtype: string |
| - name: rm |
| dtype: string |
| - name: pairs |
| list: |
| - name: child |
| dtype: string |
| - name: parent |
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| - name: level |
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| - name: at_max |
| dtype: float64 |
| - name: slope |
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| - name: slope_lo |
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| - name: slope_hi |
| dtype: float64 |
| - name: slope_all |
| dtype: float64 |
| - name: difficulty |
| dtype: float64 |
| - name: difficulty_lo |
| dtype: float64 |
| - name: difficulty_hi |
| dtype: float64 |
| - name: summary |
| dtype: string |
| - name: prompt_id |
| dtype: int64 |
| - name: generations |
| list: |
| - name: text |
| dtype: string |
| - name: tokens |
| dtype: int64 |
| - name: completed |
| dtype: bool |
| - name: score |
| dtype: float64 |
| splits: |
| - name: train |
| num_bytes: 1316794795 |
| num_examples: 43400 |
| download_size: 1307667986 |
| dataset_size: 1316794795 |
| - config_name: qwen3-4b-base |
| features: |
| - name: data_source |
| dtype: string |
| - name: prompt |
| list: |
| - name: role |
| dtype: string |
| - name: content |
| dtype: string |
| - name: ability |
| dtype: string |
| - name: reward_model |
| struct: |
| - name: style |
| dtype: string |
| - name: ground_truth |
| dtype: large_string |
| - name: reward_weights |
| list: |
| - name: key |
| dtype: string |
| - name: weight |
| dtype: float64 |
| - name: rubrics |
| list: |
| - name: component_id |
| dtype: string |
| - name: criterion |
| dtype: string |
| - name: tags |
| list: |
| - name: key |
| dtype: string |
| - name: value |
| dtype: string |
| - name: criteria_weights |
| list: |
| - name: key |
| dtype: string |
| - name: weight |
| dtype: float64 |
| - name: extra_info |
| struct: |
| - name: split |
| dtype: string |
| - name: index |
| dtype: int64 |
| - name: num_generations |
| dtype: int64 |
| - name: validation |
| struct: |
| - name: core |
| list: string |
| - name: pass_at_k |
| list: string |
| - name: macro |
| struct: |
| - name: task |
| dtype: string |
| - name: metric |
| dtype: string |
| - name: question |
| dtype: string |
| - name: answer |
| dtype: string |
| - name: task |
| dtype: string |
| - name: length_refs |
| list: |
| - name: model |
| dtype: string |
| - name: length_ref |
| dtype: float64 |
| - name: source |
| dtype: string |
| - name: quality |
| dtype: float64 |
| - name: rm_scales |
| list: |
| - name: model |
| dtype: string |
| - name: rm |
| dtype: string |
| - name: lo |
| dtype: float64 |
| - name: hi |
| dtype: float64 |
| - name: origin_dataset |
| dtype: string |
| - name: origin_revision |
| dtype: string |
| - name: origin_subset |
| dtype: string |
| - name: num_tests |
| dtype: int64 |
| - name: source |
| dtype: string |
| - name: num_tests_original |
| dtype: int64 |
| - name: source_id |
| dtype: string |
| - name: reference_checked |
| dtype: bool |
| - name: origin_source |
| dtype: string |
| - name: constraint_count |
| dtype: int64 |
| - name: rule_count |
| dtype: int64 |
| - name: base_levels |
| list: |
| - name: model |
| dtype: string |
| - name: rm |
| dtype: string |
| - name: pairs |
| list: |
| - name: child |
| dtype: string |
| - name: parent |
| dtype: string |
| - name: level |
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| - name: at_max |
| dtype: float64 |
| - name: slope |
| dtype: float64 |
| - name: slope_lo |
| dtype: float64 |
| - name: slope_hi |
| dtype: float64 |
| - name: slope_all |
| dtype: float64 |
| - name: difficulty |
| dtype: float64 |
| - name: difficulty_lo |
| dtype: float64 |
| - name: difficulty_hi |
| dtype: float64 |
| - name: summary |
| dtype: string |
| - name: prompt_id |
| dtype: int64 |
| - name: generations |
| list: |
| - name: text |
| dtype: string |
| - name: tokens |
| dtype: int64 |
| - name: completed |
| dtype: bool |
| - name: score |
| dtype: float64 |
| splits: |
| - name: train |
| num_bytes: 1803969541 |
| num_examples: 39352 |
| download_size: 1795962302 |
| dataset_size: 1803969541 |
| - config_name: qwen3-8b-base |
| features: |
| - name: data_source |
| dtype: string |
| - name: prompt |
| list: |
| - name: role |
| dtype: string |
| - name: content |
| dtype: string |
| - name: ability |
| dtype: string |
| - name: reward_model |
| struct: |
| - name: style |
| dtype: string |
| - name: ground_truth |
| dtype: large_string |
| - name: reward_weights |
| list: |
| - name: key |
| dtype: string |
| - name: weight |
| dtype: float64 |
| - name: rubrics |
| list: |
| - name: component_id |
| dtype: string |
| - name: criterion |
| dtype: string |
| - name: tags |
| list: |
| - name: key |
| dtype: string |
| - name: value |
| dtype: string |
| - name: criteria_weights |
| list: |
| - name: key |
| dtype: string |
| - name: weight |
| dtype: float64 |
| - name: extra_info |
| struct: |
| - name: split |
| dtype: string |
| - name: index |
| dtype: int64 |
| - name: num_generations |
| dtype: int64 |
| - name: validation |
| struct: |
| - name: core |
| list: string |
| - name: pass_at_k |
| list: string |
| - name: macro |
| struct: |
| - name: task |
| dtype: string |
| - name: metric |
| dtype: string |
| - name: question |
| dtype: string |
| - name: answer |
| dtype: string |
| - name: task |
| dtype: string |
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| list: |
| - name: model |
| dtype: string |
| - name: length_ref |
| dtype: float64 |
| - name: source |
| dtype: string |
| - name: quality |
| dtype: float64 |
| - name: rm_scales |
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| - name: model |
| dtype: string |
| - name: rm |
| dtype: string |
| - name: lo |
| dtype: float64 |
| - name: hi |
| dtype: float64 |
| - name: origin_dataset |
| dtype: string |
| - name: origin_revision |
| dtype: string |
| - name: origin_subset |
| dtype: string |
| - name: num_tests |
| dtype: int64 |
| - name: source |
| dtype: string |
| - name: num_tests_original |
| dtype: int64 |
| - name: source_id |
| dtype: string |
| - name: reference_checked |
| dtype: bool |
| - name: origin_source |
| dtype: string |
| - name: constraint_count |
| dtype: int64 |
| - name: rule_count |
| dtype: int64 |
| - name: base_levels |
| list: |
| - name: model |
| dtype: string |
| - name: rm |
| dtype: string |
| - name: pairs |
| list: |
| - name: child |
| dtype: string |
| - name: parent |
| dtype: string |
| - name: level |
| dtype: float64 |
| - name: at_max |
| dtype: float64 |
| - name: slope |
| dtype: float64 |
| - name: slope_lo |
| dtype: float64 |
| - name: slope_hi |
| dtype: float64 |
| - name: slope_all |
| dtype: float64 |
| - name: difficulty |
| dtype: float64 |
| - name: difficulty_lo |
| dtype: float64 |
| - name: difficulty_hi |
| dtype: float64 |
| - name: summary |
| dtype: string |
| - name: prompt_id |
| dtype: int64 |
| - name: generations |
| list: |
| - name: text |
| dtype: string |
| - name: tokens |
| dtype: int64 |
| - name: completed |
| dtype: bool |
| - name: score |
| dtype: float64 |
| splits: |
| - name: train |
| num_bytes: 2120113992 |
| num_examples: 46820 |
| download_size: 2110646814 |
| dataset_size: 2120113992 |
| configs: |
| - config_name: base |
| data_files: |
| - split: train |
| path: base/train-* |
| - config_name: olmo-3-7b-it-sft |
| data_files: |
| - split: train |
| path: olmo-3-7b-it-sft/train-* |
| - config_name: qwen3-4b-base |
| data_files: |
| - split: train |
| path: qwen3-4b-base/train-* |
| - config_name: qwen3-8b-base |
| data_files: |
| - split: train |
| path: qwen3-8b-base/train-* |
| --- |
| |
|
|
| <!-- mtmr-base:start --> |
| ## MTMR (Multi-Task Multi-Reward) base |
|
|
| `base/train` is the shared, unbalanced prompt pool for model-specific sampling and calibration. |
|
|
| ### Sources |
|
|
| - [agentica-org/DeepScaleR-Preview-Dataset](https://huggingface.co/datasets/agentica-org/DeepScaleR-Preview-Dataset), revision `b6ae8c60f5c1f2b594e2140b91c49c9ad0949e29`. |
| - [open-r1/DAPO-Math-17k-Processed](https://huggingface.co/datasets/open-r1/DAPO-Math-17k-Processed), revision `31dd309567e3da778038cc87d868b6097a3ccf68`. |
| - [PRIME-RL/Eurus-2-RL-Data](https://huggingface.co/datasets/PRIME-RL/Eurus-2-RL-Data), revision `9776b13264b5aaa0b16495fcf086a0a8d86fd655`. |
| - [allenai/Dolci-RL-Zero-Code-7B](https://huggingface.co/datasets/allenai/Dolci-RL-Zero-Code-7B), revision `054c0a1f9c5fd52566ad9124aa2e702924803cd3`. |
| - [open-r1/verifiable-coding-problems-python_decontaminated-tested](https://huggingface.co/datasets/open-r1/verifiable-coding-problems-python_decontaminated-tested), revision `77ace849f7cc8f10d23945c748f9ff464427f83b`. |
| - [sojuL/RubricHub_v1](https://huggingface.co/datasets/sojuL/RubricHub_v1), revision `3837d55971473a872e84879c88f708b8da3ec2ef`. |
| Math uses DeepScaleR and DAPO-Math-17k-Processed (`all/train`, English and Chinese). |
| Code uses Eurus, Dolci and Open-R1's tested Python problems; IF/Writing use RubricHub's |
| `rurbichub_v1_Instruction_Following` and `rurbichub_v1_Writing` files (not `rurbichub_v1_Chat`). |
| Rows retain source repository, revision and subset. |
|
|
| ### Preparation |
|
|
| - Validate prompts, Math gold parsing, rubric weights and executable IF rules. |
| - Remove provably contradictory IF rules and explicit label-only Writing tasks. Deduplicate identical |
| Writing criteria with equal weights; reject conflicting duplicate weights. Ambiguous context/NAME |
| placeholders are flagged for review, not filtered. Cleaning reports are saved locally in `cleaning/`. |
| - Normalize Code interfaces/tests; check available Dolci and required Open-R1 reference programs |
| with the training executor (5s per-test timeout, 120s total execution budget). |
| Keep at most 20 uniformly sampled, prompt-seeded tests per question. |
| - Render every Code prompt as `### Question / ### Format` from the bare statement (chat, Eurus and |
| Open-R1 wrappers stripped for all sources); drop questions with fewer than 15 words |
| before their first input/example block. |
| - Deduplicate normalized prompts across all four tasks; remove exact evaluation-question matches |
| and embedded copies of evaluation questions >=80 characters. Semantic paraphrases are not detected. |
| - Require the complete chat prompt to be <=2048 tokens under all three tokenizers: |
| RLLab/olmo-3-1025-7b, Qwen/Qwen3-4B-Base, Qwen/Qwen3.5-2B-Base. |
| - Store outer reward weights separately from rubric-criterion weights; length/RM references are |
| filled by the model-specific sampler. |
|
|
| Overlap sources (upstream, not local evaluation files): [Eurus](https://huggingface.co/datasets/PRIME-RL/Eurus-2-RL-Data), [eval-set/aime24](https://huggingface.co/datasets/RLLab/eval-set), [eval-set/aime25](https://huggingface.co/datasets/RLLab/eval-set), [eval-set/amc23](https://huggingface.co/datasets/RLLab/eval-set), [eval-set/minervamath](https://huggingface.co/datasets/RLLab/eval-set), [eval-set/olympiadbench](https://huggingface.co/datasets/RLLab/eval-set), [eval-set/math500](https://huggingface.co/datasets/RLLab/eval-set), [code_generation_lite/v6](https://huggingface.co/datasets/lighteval/code_generation_lite), [MMLU-Pro/default](https://huggingface.co/datasets/TIGER-Lab/MMLU-Pro), [ZebraLogic/grid_mode](https://huggingface.co/datasets/WildEval/ZebraLogic), [humanevalplus](https://github.com/evalplus/humanevalplus_release/releases/download/v0.1.10/HumanEvalPlus.jsonl.gz), [mbppplus](https://github.com/evalplus/mbppplus_release/releases/download/v0.2.0/MbppPlus.jsonl.gz), [IFEval](https://raw.githubusercontent.com/google-research/google-research/master/instruction_following_eval/data/input_data.jsonl), [IFBench](https://raw.githubusercontent.com/allenai/IFBench/1c40f0c10d9b5c5c2f10a175a28007ebb64f7f4d/data/IFBench_test.jsonl), [WritingBench](https://raw.githubusercontent.com/X-PLUG/WritingBench/ae2d5176449b7b769815482641d35926f26793eb/benchmark_query/benchmark_all.jsonl), [WritingBench-validation](https://raw.githubusercontent.com/X-PLUG/WritingBench/7a30aa4bd4305cc912d07b37a491b99097fc5078/benchmark_query/benchmark_all.jsonl), [Arena-Hard-v2](https://raw.githubusercontent.com/lmarena/arena-hard-auto/196f6b826783b3da7310e361a805fa36f0be83f3/data/arena-hard-v2.0/question.jsonl), [GPQA-Diamond](https://openaipublic.blob.core.windows.net/simple-evals/gpqa_diamond.csv), [ResearchQA](https://huggingface.co/datasets/realliyifei/ResearchQA/resolve/main/test.json), [Creative-Writing-v3](https://raw.githubusercontent.com/EQ-bench/creative-writing-bench/c7c3ceef54c40a8ae02dc1c2e1a5e40970fe5c0b/data/creative_writing_prompts_v3.json). |
|
|
| Task counts: `{"code": 35642, "if": 93340, "math": 52981, "writing": 15869}`. |
| Refer to the source repositories for dataset licenses. |
|
|
| <!-- mtmr-base:end --> |
|
|
