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Early Stopping for Large Reasoning Models via Confidence Dynamics

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

Watch and verify: Early Stopping for Large Reasoning Models via Confidence Dynamics

/buildability/early-stopping-for-large-reasoning-models-via-confidence-dynamics

Watchwatch

Subject: Early Stopping for Large Reasoning Models via Confidence Dynamics

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

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/early-stopping-for-large-reasoning-models-via-confidence-dynamics

Paper ref

early-stopping-for-large-reasoning-models-via-confidence-dynamics

arXiv id

2604.04930

Freshness

Generated at

2026-04-07T20:11:16.690Z

Evidence freshness

fresh

Last verification

2026-04-07T20:11:16.690Z

Sources

0

References

0

Coverage

0%

Hash state

Lineage hash

17c3a74271c1ee09a1019001d7798ec153263fa80d17d9bc149a840a35acb56f

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: paper_evidence_receipts.references_count
  • Missing: paper_evidence_receipts.coverage
  • Unknown: Canonical evidence receipt has not been materialized yet.

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

paper_evidence_receipts.references_count

paper_evidence_receipts.coverage

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.