Buildability / Receipt
Noise-Aware In-Context Learning for Hallucination Mitigation in ALLMs
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: Noise-Aware In-Context Learning for Hallucination Mitigation in ALLMs
/buildability/noise-aware-in-context-learning-for-hallucination-mitigation-in-allms
Subject: Noise-Aware In-Context Learning for Hallucination Mitigation in ALLMs
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/noise-aware-in-context-learning-for-hallucination-mitigation-in-allms
Paper ref
noise-aware-in-context-learning-for-hallucination-mitigation-in-allms
arXiv id
2604.09021
Freshness
Generated at
2026-04-13T20:33:11.954Z
Evidence freshness
stale
Last verification
2026-04-13T20:33:11.954Z
Sources
4
References
0
Coverage
67%
Hash state
Lineage hash
e349007c68436c1fb2c4be20711f8083b15a0ba62d3360ddd246724359c066fe
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: repo_url
- Missing: references
Some score or evidence fields are outside the preferred freshness window.
repo_url
references
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.