# DATA_CURATION_v4.1

Real-World Training Data for
Frontier Intelligence.

Acadify provides the curated, human-verified datasets needed to train models that excel in real-world scenarios. We specialize in high-fidelity SFT and RLHF data.

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acadify_sys_v4
// Init Dataset Verification Pipeline await> acadify.data.audit({ "source": "SME_Verified_Chains", "domain": "Advanced_Calculus" }); > Checking hallucination rates... [OK] > Verifying logical derivations... [OK] // Finalizing Distribution const> status = await> acadify.data.certify(); > STATUS: PRODUCTION_READY (99.9%)
50M+
SFT Tokens
100%
Human Verified
Zero
Hallucinations
RLHF
Ready Pairs
CAPABILITIES

Specialized Training Data.

Highly-curated datasets designed to solve specific reasoning bottlenecks in LLMs.

Programming & SWE

High-density repository-level data including complex pull request discussions and multi-file context tracking.

# DATASET: SWE_DATA_v2

STEM Reasoning

SME-verified chains of thought for advanced physics, chemistry, and graduate-level mathematics.

# DATASET: STEM_REASON_v1

RLHF Preference

Curated response pairs focusing on complex alignment constraints, safety guardrails, and instructional compliance.

# DATASET: RLHF_ALIGN_L3
EVALUATION FRAMEWORKS

Quality Assurance.

We guarantee dataset purity to prevent contamination in downstream evaluations.

Contamination Shield

Advanced n-gram analysis preventing overlap with MMLU and HumanEval.

SME Verification

Every data point is written or audited by domain-specific PhDs and Senior Engineers.

Enterprise Deliverables

  • Accelerated Convergence

    Models trained on our traces reach performance milestones 30% faster.

  • Enterprise Compliance

    Data handling protocols meeting the security requirements of top AI labs.

SUPPORT

FAQ.

Understanding our rigorous evaluation protocols and data quality standards.

We use advanced semantic hashing to ensure our curated training data does not accidentally overlap with public test benchmarks, preserving evaluation integrity.

Created in-house by our network of SMEs who write original, multi-step reasoning chains designed to correct specific LLM failure modes.

Ready to benchmark your models?

Get immediate access to our frontier evaluation frameworks and alignment APIs.

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