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/tlora-task-aware-low-rank-adaptation-of-large-language-models
Subject: TLoRA: Task-aware Low Rank Adaptation of Large Language Models
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": 18, "author": "Weicheng Lin; Yi Zhang; Jiawei Dang; Liang-Jie Zhang"
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": 18, "author": "Weicheng Lin; Yi Zhang; Jiawei Dang; Liang-Jie Zhang", "title": "TLoRA: Task-aware Low Rank Adaptation of Large Language Models", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 18, "author": "Weicheng Lin; Yi Zhang; Jiawei Dang; Liang-Jie Zhang", "title": "TLoRA: Task-aware Low Rank Adaptation of Large Language Models", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 18, "author": "Weicheng Lin; Yi Zhang; Jiawei Dang; Liang-Jie Zhang", "title": "TLoRA: Task-aware Low Rank Adaptation of Large Language Models", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/tlora-task-aware-low-rank-adaptation-of-large-language-models
Paper ref
tlora-task-aware-low-rank-adaptation-of-large-language-models
arXiv id
2604.18124
Generated at
2026-04-21T04:16:41.111Z
Evidence freshness
stale
Last verification
2026-04-21T04:16:41.111Z
Sources
3
References
0
Coverage
50%
Lineage hash
046aaa72b9d0e27d7e574d71326fd44be4688a9724c4b10d6b08dd0c01071221
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