r2l-e-0002b-deepseekmath-sc64.json

{
  "schema_version": "1.0.0",
  "record_id": "r2l-e-0002b-deepseekmath-sc64",
  "record_status": "draft",
  "disclaimer": "DRAFT SOURCE EXTRACTION: values are transcribed from the cited source and remain ineligible for synthesis until two named authors independently verify them.",
  "provenance": {
    "evidence_class": "reported_by_source",
    "source": {
      "citation_key": "shao2024deepseekmath",
      "title": "DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models",
      "persistent_identifier": {
        "type": "arxiv",
        "value": "2402.03300",
        "url": "https://arxiv.org/abs/2402.03300"
      },
      "publication_version": "source version cited by the manuscript",
      "publication_date": "2023",
      "accessed_at": "2026-07-23"
    },
    "extraction": {
      "extracted_at": "2026-07-23",
      "extracted_by": "Codex-assisted manuscript revision",
      "verification_status": "unverified",
      "verification_checks": []
    },
    "synthesis_eligibility": {
      "status": "pending",
      "reason": "Pending independent verification by two named manuscript authors."
    },
    "evidence_details": {
      "input_record_ids": [],
      "formula": null,
      "normalization": null,
      "uncertainty_procedure": null,
      "assumptions": [],
      "theorem_locator": null,
      "supporting_record_ids": [],
      "synthesis_rationale": null
    },
    "change_log": [
      {
        "changed_at": "2026-07-23",
        "changed_by": "Codex-assisted manuscript revision",
        "reason": "Created a source-reported draft for a manuscript quantitative claim."
      }
    ]
  },
  "system": {
    "name": "DeepSeekMath-RL 7B",
    "version_or_checkpoint": "source-reported paper configuration",
    "lineage": "rl_for_deliberation",
    "implementation_reference": null
  },
  "task": {
    "domain": "language model reasoning or tool use",
    "name": "MATH",
    "version": "source-reported version",
    "split": "competition-level MATH evaluation",
    "environment_or_dataset": "MATH",
    "unit_of_analysis": "one evaluation item",
    "evaluation_protocol": "Self-consistency aggregation over 64 generated solutions."
  },
  "configuration": {
    "configuration_id": "deepseekmath_rl_math_sc64",
    "training_summary": "GRPO outcome-supervision stage applied to DeepSeekMath-Instruct 7B.",
    "inference_summary": "Generate 64 solutions and aggregate answers by self-consistency.",
    "parameters": []
  },
  "r2l_interface": {
    "reasoning_object": {
      "type": "generated mathematical reasoning traces",
      "description": "generated mathematical reasoning traces",
      "origin": "learned",
      "explicit": true
    },
    "functional_coupling": {
      "operations": [
        "generated",
        "verified",
        "consumed"
      ],
      "affects": [
        "policy_optimization",
        "action_selection"
      ]
    },
    "learning_signals": [
      "rule-based correctness reward",
      "GRPO group-relative advantage"
    ],
    "integration_points": [
      "reward",
      "search"
    ],
    "grounding": {
      "target": "The task inputs, executable checks, or reference answers declared by the source.",
      "mechanism": "The source-specific reward or verifier connects the explicit trace to task feedback.",
      "diagnostic_ids": []
    }
  },
  "resources": [
    {
      "resource_id": "candidate_solutions",
      "type": "samples",
      "phase": "inference",
      "reporting_status": "reported",
      "quantity": 64,
      "unit": "candidate solutions per problem",
      "accounting_scope": "Samples used by self-consistency for each problem.",
      "notes": "Source-reported inference budget."
    }
  ],
  "controls": {
    "comparators": [],
    "no_comparator_reason": "This record preserves an absolute source-reported result; no comparator value is asserted.",
    "ablations": [],
    "leakage_and_contamination_checks": [
      "Use only source-reported contamination checks; none are inferred in this extraction."
    ],
    "privileged_information_checks": [
      "Verifier, reference-answer, and tool access must be checked during human verification."
    ]
  },
  "outcomes": [
    {
      "measurement_id": "math_self_consistency_64",
      "metric": "MATH self-consistency accuracy percent",
      "evaluation_layer": "outcome",
      "population_or_split": "competition-level MATH evaluation",
      "estimate": {
        "kind": "numeric",
        "value": 60.9,
        "unit": "percent",
        "denominator": {
          "status": "not_reported",
          "value": null,
          "description": "The source-local extraction does not assert a denominator."
        },
        "aggregation": "Source-reported aggregate for the stated configuration."
      },
      "uncertainty": {
        "status": "not_reported",
        "description": "The cited result does not report an uncertainty interval for this value."
      },
      "comparator_id": null,
      "source_locator": "Shao et al., abstract, self-consistency over 64 DeepSeekMath-RL 7B samples",
      "permitted_interpretation": "DeepSeekMath-RL 7B attains the stated result using self-consistency over 64 samples."
    }
  ],
  "diagnostics": [],
  "claim_scope": {
    "supported_interpretations": [
      "The source reports 60.9 percent MATH accuracy with self-consistency over 64 samples."
    ],
    "unsupported_inferences": [
      "The value is not a top-1 result and cannot isolate the effect of RL from added sampling and selection."
    ]
  },
  "limitations": [
    {
      "limitation_id": "deep_sc_denominator",
      "source": "extractor_identified",
      "category": "missing_uncertainty",
      "description": "The evaluation denominator and uncertainty interval require confirmation.",
      "affected_measurement_ids": [
        "math_self_consistency_64"
      ]
    }
  ],
  "extensions": {
    "review_study_id": "R2L-S-0045",
    "evidence_record_id": "R2L-E-0002b",
    "claim_direction": "positive_local"
  }
}