Buildability / Receipt
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
/buildability/maastricht-university-at-amiya-adapting-llms-for-dialectal-arabic-using-fine-tuning-and-mbr-decoding
Subject: Maastricht University at AMIYA: Adapting LLMs for Dialectal Arabic using Fine-tuning and MBR Decoding
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Truth Boundary
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.
Receipt path
/buildability/maastricht-university-at-amiya-adapting-llms-for-dialectal-arabic-using-fine-tuning-and-mbr-decoding
Paper ref
maastricht-university-at-amiya-adapting-llms-for-dialectal-arabic-using-fine-tuning-and-mbr-decoding
arXiv id
2602.09703
Generated at
2026-03-19T18:48:05.835Z
Evidence freshness
stale
Last verification
2026-03-19T18:48:05.835Z
Sources
0
References
0
Coverage
50%
Lineage hash
492132571c6b5bca596d9792d9735b4120a30d43db0427602bd7e097fa5cb155
Canonical opportunity-kernel lineage hash.
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.
Some score or evidence fields are outside the preferred freshness window.
references
distribution_readiness_scores