Buildability / Receipt

CoEval: Ranking Language Models for Custom Tasks Without Labeled Data or Trustworthy Benchmarks

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.

API receipt Buildability hub

Public buildability page receipt window

Watch and verify: CoEval: Ranking Language Models for Custom Tasks Without Labeled Data or Trustworthy Benchmarks

/buildability/coeval-ranking-language-models-for-custom-tasks-without-labeled-data-or-trustworthy-benchmarks

Watchwatch

Subject: CoEval: Ranking Language Models for Custom Tasks Without Labeled Data or Trustworthy Benchmarks

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": 19, "author": "Yehudit Aperstein", "title": null, "creation date": "D:20260602163931+03'00'"

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.

Proof divergence Developer guide

CoEval: Ranking Language Models for Custom Tasks Without Labeled Data or Trustworthy Benchmarks

Watch and verify: CoEval: Ranking Language Models for Custom Tasks Without Labeled Data or Trustworthy Benchmarks

Compute envelope

External gate remains unresolved for live deployment claims.

Evidence ids

Freshness

Hash state

Signature state

Blockers