Buildability / Receipt
Human-in-the-Loop Benchmarking of Heterogeneous LLMs for Automated Competency Assessment in Secondary Level Mathematics
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
Watch and verify: Human-in-the-Loop Benchmarking of Heterogeneous LLMs for Automated Competency Assessment in Secondary Level Mathematics
/buildability/human-in-the-loop-benchmarking-of-heterogeneous-llms-for-automated-competency-assessment-in-secondary-level-mathematics
Subject: Human-in-the-Loop Benchmarking of Heterogeneous LLMs for Automated Competency Assessment in Secondary Level Mathematics
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.
Compute envelope
Data
{"file name": "input.pdf", "number of pages": 15, "author": "Jatin Bhusal; Nancy Mahatha; Aayush Acharya; Raunak Regmi"
Compute
{"file name": "input.pdf", "number of pages": 15, "author": "Jatin Bhusal; Nancy Mahatha; Aayush Acharya; Raunak Regmi", "title": "Human-in-the-Loop Benchmarking of Heterogeneous LLMs for Automated Competency Assessment in Secondary Level Mathematics", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 15, "author": "Jatin Bhusal; Nancy Mahatha; Aayush Acharya; Raunak Regmi", "title": "Human-in-the-Loop Benchmarking of Heterogeneous LLMs for Automated Competency Assessment in Secondary Level Mathematics", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 15, "author": "Jatin Bhusal; Nancy Mahatha; Aayush Acharya; Raunak Regmi", "title": "Human-in-the-Loop Benchmarking of Heterogeneous LLMs for Automated Competency Assessment in Secondary Level Mathematics", "creation date": null, "modification date": null, "kids": []}
Evidence ids
Receipt path
/buildability/human-in-the-loop-benchmarking-of-heterogeneous-llms-for-automated-competency-assessment-in-secondary-level-mathematics
Paper ref
human-in-the-loop-benchmarking-of-heterogeneous-llms-for-automated-competency-assessment-in-secondary-level-mathematics
arXiv id
2604.26607
Freshness
Generated at
2026-04-30T15:13:56.890Z
Evidence freshness
fresh
Last verification
2026-04-30T15:13:56.890Z
Sources
3
References
0
Coverage
50%
Hash state
Lineage hash
df2831eb216d2bda192cad496ebb40f80a0eda7f5c08f39c78d17689d57d9d6a
Canonical opportunity-kernel lineage hash.
Signature state
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.
Blockers
- Missing: repo_url
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Canonical opportunity-kernel evidence is available for this receipt window.
repo_url
references
Truth Boundary
External gate remains unresolved for live deployment claims.
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.