Pith Number

pith:YR7SR3VO

pith:2023:YR7SR3VO5XL45PGGRWY6QGPB2Z

not attested not anchored not stored refs pending

ICE-Score: Instructing Large Language Models to Evaluate Code

Terry Yue Zhuo

arxiv:2304.14317 v2 · 2023-04-27 · cs.AI · cs.CL · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YR7SR3VO5XL45PGGRWY6QGPB2Z}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Bias in the Loop: Auditing LLM-as-a-Judge for Software Engineering

Receipt and verification

First computed	2026-07-05T07:36:00.319412Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c47f28eeaeedd7cebcc68db1e819e1d667d92269618193534c69773d629525b4

Aliases

arxiv: 2304.14317 · arxiv_version: 2304.14317v2 · doi: 10.48550/arxiv.2304.14317 · pith_short_12: YR7SR3VO5XL4 · pith_short_16: YR7SR3VO5XL45PGG · pith_short_8: YR7SR3VO

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/YR7SR3VO5XL45PGGRWY6QGPB2Z \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: c47f28eeaeedd7cebcc68db1e819e1d667d92269618193534c69773d629525b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80f0942eaf7d7ab8b166e5bfbd97250adea70c0b992553cccb09044d68c9bda0",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-04-27T16:38:17Z",
    "title_canon_sha256": "083b063049f375cdc06c15d72f47fd3973f592b06bc96d0cbb879a0ebeff5972"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.14317",
    "kind": "arxiv",
    "version": 2
  }
}