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/mhsa-a-lightweight-framework-for-mitigating-hallucinations-via-steered-attention-in-lvlms
Subject: MHSA: A Lightweight Framework for Mitigating Hallucinations via Steered Attention in LVLMs
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.
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/mhsa-a-lightweight-framework-for-mitigating-hallucinations-via-steered-attention-in-lvlms
Paper ref
mhsa-a-lightweight-framework-for-mitigating-hallucinations-via-steered-attention-in-lvlms
arXiv id
2605.14966
Generated at
2026-05-15T20:13:59.750Z
Evidence freshness
fresh
Last verification
2026-05-15T20:13:59.750Z
Sources
0
References
0
Coverage
0%
Lineage hash
efbc94d926e8f34e895ca63f72fd23d42f7f4a762666bae857547ddb9e1dfdf4
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.
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage