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/rlearner-llm-balancing-logical-grounding-and-fluency-in-large-language-models-via-hybrid-direct-preference-optimization
Subject: RLearner-LLM: Balancing Logical Grounding and Fluency in Large Language Models via Hybrid Direct Preference Optimization
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.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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.
Receipt path
/buildability/rlearner-llm-balancing-logical-grounding-and-fluency-in-large-language-models-via-hybrid-direct-preference-optimization
Paper ref
rlearner-llm-balancing-logical-grounding-and-fluency-in-large-language-models-via-hybrid-direct-preference-optimization
arXiv id
2605.04539
Generated at
2026-05-07T20:31:03.777Z
Evidence freshness
stale
Last verification
2026-05-07T20:31:03.777Z
Sources
4
References
0
Coverage
67%
Lineage hash
2948754688e24f743554a627f0bc4ceb45add0074dbee53595e0113c06cef49c
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
proof_status