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/zero-shot-detection-of-llm-generated-text-via-implicit-reward-model
Subject: Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model
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": 27, "author": "Runheng Liu; Heyan Huang; Xingchen Xiao; Zhijing Wu"
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": 27, "author": "Runheng Liu; Heyan Huang; Xingchen Xiao; Zhijing Wu", "title": "Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 27, "author": "Runheng Liu; Heyan Huang; Xingchen Xiao; Zhijing Wu", "title": "Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 27, "author": "Runheng Liu; Heyan Huang; Xingchen Xiao; Zhijing Wu", "title": "Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/zero-shot-detection-of-llm-generated-text-via-implicit-reward-model
Paper ref
zero-shot-detection-of-llm-generated-text-via-implicit-reward-model
arXiv id
2604.21223
Generated at
2026-04-24T20:28:45.584Z
Evidence freshness
stale
Last verification
2026-04-24T20:28:45.584Z
Sources
3
References
0
Coverage
50%
Lineage hash
3a60f9d9e72404c39a7fcafcf248e6ea410c45ed37929cb8aa2bfb9151cb816d
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