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/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives
Subject: From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?
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.
Data
{"file name": "input.pdf", "number of pages": 33, "author": "Hasan Amin; Harry Yizhou Tian; Xiaoni Duan; Chien-Ju Ho; Rajiv Khanna; Ming Yin"
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.
Compute
{"file name": "input.pdf", "number of pages": 33, "author": "Hasan Amin; Harry Yizhou Tian; Xiaoni Duan; Chien-Ju Ho; Rajiv Khanna; Ming Yin", "title": "From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 33, "author": "Hasan Amin; Harry Yizhou Tian; Xiaoni Duan; Chien-Ju Ho; Rajiv Khanna; Ming Yin", "title": "From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 33, "author": "Hasan Amin; Harry Yizhou Tian; Xiaoni Duan; Chien-Ju Ho; Rajiv Khanna; Ming Yin", "title": "From Fallback to Frontline: When Can LLMs be Superior Annotators of Human Perspectives?", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives
Paper ref
from-fallback-to-frontline-when-can-llms-be-superior-annotators-of-human-perspectives
arXiv id
2604.17968
Generated at
2026-04-21T20:33:48.904Z
Evidence freshness
stale
Last verification
2026-04-21T20:33:48.904Z
Sources
4
References
0
Coverage
83%
Lineage hash
1bc1d9a7a264f9de3b17ee5eea12b14bb495f50cda6a6e066e211863299bb080
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