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/llm-assisted-reranking-to-operationalize-nuanced-objectives-in-recommender-systems
Subject: LLM-Assisted Reranking to Operationalize Nuanced Objectives in Recommender Systems
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": 30, "author": "Amir Ghasemian; Homa Hosseinmardi; Upasana Dutta; Duncan J. Watts"
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": 30, "author": "Amir Ghasemian; Homa Hosseinmardi; Upasana Dutta; Duncan J. Watts", "title": "LLM-Assisted Reranking to Operationalize Nuanced Objectives in Recommender Systems", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 30, "author": "Amir Ghasemian; Homa Hosseinmardi; Upasana Dutta; Duncan J. Watts", "title": "LLM-Assisted Reranking to Operationalize Nuanced Objectives in Recommender Systems", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 30, "author": "Amir Ghasemian; Homa Hosseinmardi; Upasana Dutta; Duncan J. Watts", "title": "LLM-Assisted Reranking to Operationalize Nuanced Objectives in Recommender Systems", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/llm-assisted-reranking-to-operationalize-nuanced-objectives-in-recommender-systems
Paper ref
llm-assisted-reranking-to-operationalize-nuanced-objectives-in-recommender-systems
arXiv id
2606.02883
Generated at
2026-06-03T20:46:22.074Z
Evidence freshness
fresh
Last verification
2026-06-03T20:46:22.074Z
Sources
3
References
0
Coverage
50%
Lineage hash
981b399ea2d622439740115ac342abf9be83a65870d07742f9a0656e1f0d9b4d
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