Buildability / Receipt
Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models
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: Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models
/buildability/walking-through-uncertainty-an-empirical-study-of-uncertainty-estimation-for-audio-aware-large-language-models
Subject: Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models
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
Data
{"file name": "input.pdf", "number of pages": 16, "author": "Chun-Yi Kuan; Wei-Ping Huang; Hung-yi Lee"
Compute
{"file name": "input.pdf", "number of pages": 16, "author": "Chun-Yi Kuan; Wei-Ping Huang; Hung-yi Lee", "title": "Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 16, "author": "Chun-Yi Kuan; Wei-Ping Huang; Hung-yi Lee", "title": "Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 16, "author": "Chun-Yi Kuan; Wei-Ping Huang; Hung-yi Lee", "title": "Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models", "creation date": null, "modification date": null, "kids": []}
Evidence ids
Receipt path
/buildability/walking-through-uncertainty-an-empirical-study-of-uncertainty-estimation-for-audio-aware-large-language-models
Paper ref
walking-through-uncertainty-an-empirical-study-of-uncertainty-estimation-for-audio-aware-large-language-models
arXiv id
2604.25591
Freshness
Generated at
2026-04-29T02:43:42.644Z
Evidence freshness
fresh
Last verification
2026-04-29T02:43:42.644Z
Sources
3
References
0
Coverage
50%
Hash state
Lineage hash
fdcad9ef9d671a06ff851612d0df64362a3cc01d000224d64b0cae2c5f02c07f
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
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Canonical opportunity-kernel evidence is available for this receipt 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.