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How Can We Synthesize High-Quality Pretraining Data? A Systematic Study of Prompt Design, Generator Model, and Source Data

This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.

Public buildability page receipt window

Ready for execution: How Can We Synthesize High-Quality Pretraining Data? A Systematic Study of Prompt Design, Generator Model, and Source Data

/buildability/how-can-we-synthesize-high-quality-pretraining-data-a-systematic-study-of-prompt-design-generator-model-and-source-data

Build Nowready

Subject: How Can We Synthesize High-Quality Pretraining Data? A Systematic Study of Prompt Design, Generator Model, and Source Data

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

Time to first demo

Insufficient data

No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

Receipt path

/buildability/how-can-we-synthesize-high-quality-pretraining-data-a-systematic-study-of-prompt-design-generator-model-and-source-data

Paper ref

how-can-we-synthesize-high-quality-pretraining-data-a-systematic-study-of-prompt-design-generator-model-and-source-data

arXiv id

2604.13977

Freshness

Generated at

2026-04-16T18:19:05.728Z

Evidence freshness

stale

Last verification

2026-04-16T18:19:05.728Z

Sources

5

References

0

Coverage

67%

Hash state

Lineage hash

b57bd3f96bbbb6f0e0650675e4d12becfea602cab6b50bebe45b92cdcaffd471

Canonical opportunity-kernel lineage hash.

Signature state

External signature

unsigned_external

No founder, registry, pilot, or production-adoption signature is attached to this receipt.

Verification

not_verified

Verification is blocked until an external signature is provided.

Blockers

  • Missing: references
  • Missing: proof_status
  • Unknown: proof verification has not been recorded yet

Some score or evidence fields are outside the preferred freshness window.

references

proof_status

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Truth Boundary

External gate remains unresolved for live deployment claims.

Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.