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/cogmanip-benchmarking-manipulative-behavior-in-multi-turn-interactions-with-large-language-model
Subject: CogManip: Benchmarking Manipulative Behavior in Multi-Turn Interactions with Large Language Model
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": "Zeyang Yue; Chenfei Yan; Feifei Zhao; Haibo Tong; Mengwen Xu; Xiaozhen Wang; Erliang Lin; Yi Zeng"
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": "Zeyang Yue; Chenfei Yan; Feifei Zhao; Haibo Tong; Mengwen Xu; Xiaozhen Wang; Erliang Lin; Yi Zeng", "title": "CogManip: Benchmarking Manipulative Behavior in Multi-Turn Interactions with Large Language Model", "creation date": null, "modification date": null
Inference
{"file name": "input.pdf", "number of pages": 26, "author": "Zeyang Yue; Chenfei Yan; Feifei Zhao; Haibo Tong; Mengwen Xu; Xiaozhen Wang; Erliang Lin; Yi Zeng", "title": "CogManip: Benchmarking Manipulative Behavior in Multi-Turn Interactions with Large Language Model", "creation date": null, "modification date": null
Hardware
{"file name": "input.pdf", "number of pages": 26, "author": "Zeyang Yue; Chenfei Yan; Feifei Zhao; Haibo Tong; Mengwen Xu; Xiaozhen Wang; Erliang Lin; Yi Zeng", "title": "CogManip: Benchmarking Manipulative Behavior in Multi-Turn Interactions with Large Language Model", "creation date": null, "modification date": null
Receipt path
/buildability/cogmanip-benchmarking-manipulative-behavior-in-multi-turn-interactions-with-large-language-model
Paper ref
cogmanip-benchmarking-manipulative-behavior-in-multi-turn-interactions-with-large-language-model
arXiv id
2606.06099
Generated at
2026-06-06T03:19:25.961Z
Evidence freshness
fresh
Last verification
2026-06-06T03:19:25.961Z
Sources
3
References
0
Coverage
50%
Lineage hash
6c4a599dd23119391242de9239247155d3efa3bf29058057d7ec541e8ab04cdc
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