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@@ -55,30 +55,9 @@ The GRPO format includes the tool prompt, terminal answer reward, source IDs,
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  and training-only privileged hindsight. At inference/evaluation, expose only the
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  problem and tool prompt to the policy; do not leak answer or hindsight fields.
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- ## Rename and reproducibility
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-
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- `rl_trace_opsd.parquet` is byte-for-byte identical to the historical
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- `problem_difficulty_with_hindsight.parquet`:
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-
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- ```text
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- SHA256: 20a49e75f08e7ad0887839b69bcb84678038205682db8cd19c2b0f053c7589d7
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- GRPO dataset digest: a07f1f45025e9bc909cca2db0b4c601c5cc53a4faf9d9ee6791341caee797f60
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- ```
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-
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- `grpo/manifest.json` retains its historical source filename and original bytes,
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- because its hash is part of the dataset digest. `publication-manifest.json`
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- records the rename separately. No split, row order, content, or ID was changed
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- for publication. The pool retains 2,600 selected SFT-overlapping questions after
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- the recorded overlap filtering; it is not completely disjoint from SFT data.
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-
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- For AutoDL, download the source into `data/numinamath/` and the `grpo/` directory
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- into `data/`. Use `--difficulty-source data/numinamath/rl_trace_opsd.parquet` and
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- `--dataset-dir data/grpo`.
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-
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  ## Source and attribution
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  Derived from [NuminaMath-TIR](https://huggingface.co/datasets/AI-MO/NuminaMath-TIR),
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  whose publisher declares Apache-2.0. ToolElite adds difficulty labels, solution
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  hindsight, filtering, and tool-training formatting. Preserve upstream attribution
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- and the included Apache license when redistributing. The provided solution and
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- hindsight columns are released for training/research, not as benchmark inputs.
 
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  and training-only privileged hindsight. At inference/evaluation, expose only the
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  problem and tool prompt to the policy; do not leak answer or hindsight fields.
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  ## Source and attribution
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  Derived from [NuminaMath-TIR](https://huggingface.co/datasets/AI-MO/NuminaMath-TIR),
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  whose publisher declares Apache-2.0. ToolElite adds difficulty labels, solution
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  hindsight, filtering, and tool-training formatting. Preserve upstream attribution
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+ and the included Apache license when redistributing.