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/dt2it-mrm-debiased-preference-construction-and-iterative-training-for-multimodal-reward-modeling
Subject: DT2IT-MRM: Debiased Preference Construction and Iterative Training for Multimodal Reward Modeling
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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": 15, "author": "Zhihong Zhang; Jie Zhao; Xiaojian Huang; Jin Xu; Zhuodong Luo; Xin Liu; Jiansheng Wei; Xuejin Chen"
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": 15, "author": "Zhihong Zhang; Jie Zhao; Xiaojian Huang; Jin Xu; Zhuodong Luo; Xin Liu; Jiansheng Wei; Xuejin Chen", "title": "DT2IT-MRM: Debiased Preference Construction and Iterative Training for Multimodal Reward Modeling", "creation date": null
Inference
{"file name": "input.pdf", "number of pages": 15, "author": "Zhihong Zhang; Jie Zhao; Xiaojian Huang; Jin Xu; Zhuodong Luo; Xin Liu; Jiansheng Wei; Xuejin Chen", "title": "DT2IT-MRM: Debiased Preference Construction and Iterative Training for Multimodal Reward Modeling", "creation date": null
Hardware
{"file name": "input.pdf", "number of pages": 15, "author": "Zhihong Zhang; Jie Zhao; Xiaojian Huang; Jin Xu; Zhuodong Luo; Xin Liu; Jiansheng Wei; Xuejin Chen", "title": "DT2IT-MRM: Debiased Preference Construction and Iterative Training for Multimodal Reward Modeling", "creation date": null
Receipt path
/buildability/dt2it-mrm-debiased-preference-construction-and-iterative-training-for-multimodal-reward-modeling
Paper ref
dt2it-mrm-debiased-preference-construction-and-iterative-training-for-multimodal-reward-modeling
arXiv id
2604.19544
Generated at
2026-04-22T20:32:43.122Z
Evidence freshness
stale
Last verification
2026-04-22T20:32:43.122Z
Sources
4
References
0
Coverage
83%
Lineage hash
8f7e5fa39435a241c2392fa66158f5f0669388edf9125a7cd68a18a19aa10504
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.
references