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/cgu-ilalab-at-foodbench-qa-2026-comparing-traditional-and-llm-based-approaches-for-recipe-nutrient-estimation
Subject: CGU-ILALab at FoodBench-QA 2026: Comparing Traditional and LLM-based Approaches for Recipe Nutrient Estimation
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.
Data
{"file name": "input.pdf", "number of pages": 7, "author": "Wei-Chun Chen; Yu-Xuan Chen; I-Fang Chung; Ying-Jia Lin"
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": 7, "author": "Wei-Chun Chen; Yu-Xuan Chen; I-Fang Chung; Ying-Jia Lin", "title": "CGU-ILALab at FoodBench-QA 2026: Comparing Traditional and LLM-based Approaches for Recipe Nutrient Estimation", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 7, "author": "Wei-Chun Chen; Yu-Xuan Chen; I-Fang Chung; Ying-Jia Lin", "title": "CGU-ILALab at FoodBench-QA 2026: Comparing Traditional and LLM-based Approaches for Recipe Nutrient Estimation", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 7, "author": "Wei-Chun Chen; Yu-Xuan Chen; I-Fang Chung; Ying-Jia Lin", "title": "CGU-ILALab at FoodBench-QA 2026: Comparing Traditional and LLM-based Approaches for Recipe Nutrient Estimation", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/cgu-ilalab-at-foodbench-qa-2026-comparing-traditional-and-llm-based-approaches-for-recipe-nutrient-estimation
Paper ref
cgu-ilalab-at-foodbench-qa-2026-comparing-traditional-and-llm-based-approaches-for-recipe-nutrient-estimation
arXiv id
2604.25774
Generated at
2026-04-29T02:31:32.755Z
Evidence freshness
stale
Last verification
2026-04-29T02:31:32.755Z
Sources
3
References
0
Coverage
50%
Lineage hash
56b542e42f474e384eb8c3e89c0c06a3c514e2bcaa60f495a9e7e1795faf2045
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.
repo_url
references