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/when-can-llms-learn-to-reason-with-weak-supervision
Subject: When Can LLMs Learn to Reason with Weak Supervision?
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": 40, "author": "Salman Rahman; Jingyan Shen; Anna Mordvina; Hamid Palangi; Saadia Gabriel; Pavel Izmailov"
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": 40, "author": "Salman Rahman; Jingyan Shen; Anna Mordvina; Hamid Palangi; Saadia Gabriel; Pavel Izmailov", "title": "When Can LLMs Learn to Reason with Weak Supervision?", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 40, "author": "Salman Rahman; Jingyan Shen; Anna Mordvina; Hamid Palangi; Saadia Gabriel; Pavel Izmailov", "title": "When Can LLMs Learn to Reason with Weak Supervision?", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 40, "author": "Salman Rahman; Jingyan Shen; Anna Mordvina; Hamid Palangi; Saadia Gabriel; Pavel Izmailov", "title": "When Can LLMs Learn to Reason with Weak Supervision?", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/when-can-llms-learn-to-reason-with-weak-supervision
Paper ref
when-can-llms-learn-to-reason-with-weak-supervision
arXiv id
2604.18574
Generated at
2026-04-21T04:19:03.399Z
Evidence freshness
stale
Last verification
2026-04-21T04:19:03.399Z
Sources
4
References
122
Coverage
67%
Lineage hash
6a1b4fee630182d6f43a9320913a5bcad013f21748173f00a7eb6372a656b8a0
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
proof_status