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/fine-tuning-improves-information-conveyance-in-language-models
Subject: Fine-Tuning Improves Information Conveyance in Language Models
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": 26, "author": "Yuwei Cheng; Weiyi Tian; Haifeng Xu", "title": "Fine-Tuning Improves Information Conveyance in Language Models"
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": 26, "author": "Yuwei Cheng; Weiyi Tian; Haifeng Xu", "title": "Fine-Tuning Improves Information Conveyance in Language Models", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 26, "author": "Yuwei Cheng; Weiyi Tian; Haifeng Xu", "title": "Fine-Tuning Improves Information Conveyance in Language Models", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 26, "author": "Yuwei Cheng; Weiyi Tian; Haifeng Xu", "title": "Fine-Tuning Improves Information Conveyance in Language Models", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/fine-tuning-improves-information-conveyance-in-language-models
Paper ref
fine-tuning-improves-information-conveyance-in-language-models
arXiv id
2605.30844
Generated at
2026-06-01T20:28:41.258Z
Evidence freshness
stale
Last verification
2026-06-01T20:28:41.258Z
Sources
4
References
0
Coverage
67%
Lineage hash
c5220a93cdeb4f7c0f6c925e642b1c7c24cebe903872aeed42c84e0c1fe93b4b
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
proof_status