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/message-tuning-outshines-graph-prompt-tuning-a-prismatic-space-perspective
Subject: Message Tuning Outshines Graph Prompt Tuning: A Prismatic Space Perspective
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": 42, "author": "Yancheng Chen; Dun Ma; Shuai Zhang; Yang Liu; Xixun Lin; Xiangyu Zhao; Wenguo Yang; Wei Chen; Chuan Zhou"
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": 42, "author": "Yancheng Chen; Dun Ma; Shuai Zhang; Yang Liu; Xixun Lin; Xiangyu Zhao; Wenguo Yang; Wei Chen; Chuan Zhou", "title": "Message Tuning Outshines Graph Prompt Tuning: A Prismatic Space Perspective", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 42, "author": "Yancheng Chen; Dun Ma; Shuai Zhang; Yang Liu; Xixun Lin; Xiangyu Zhao; Wenguo Yang; Wei Chen; Chuan Zhou", "title": "Message Tuning Outshines Graph Prompt Tuning: A Prismatic Space Perspective", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 42, "author": "Yancheng Chen; Dun Ma; Shuai Zhang; Yang Liu; Xixun Lin; Xiangyu Zhao; Wenguo Yang; Wei Chen; Chuan Zhou", "title": "Message Tuning Outshines Graph Prompt Tuning: A Prismatic Space Perspective", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/message-tuning-outshines-graph-prompt-tuning-a-prismatic-space-perspective
Paper ref
message-tuning-outshines-graph-prompt-tuning-a-prismatic-space-perspective
arXiv id
2606.03290
Generated at
2026-06-03T20:43:24.330Z
Evidence freshness
fresh
Last verification
2026-06-03T20:43:24.330Z
Sources
3
References
0
Coverage
50%
Lineage hash
7a35bab36e2000e0a01b0b3551feb2910f81cf0b6dfb8124f092ed90fd8066ab
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.
Canonical opportunity-kernel evidence is available for this receipt window.
repo_url
references