Pith Number

pith:PFN27RLM

pith:2025:PFN27RLMWOJBMNTVCZFCT2YUDR

not attested not anchored not stored refs pending

In-Context Learning as an Effective Estimator of Functional Correctness of LLM-Generated Code

Debasis Ganguly, Gul Calikli, Madhusudan Ghosh, Priyanka Swami, Susmita Das

arxiv:2507.05200 v1 · 2025-07-07 · cs.SE · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PFN27RLMWOJBMNTVCZFCT2YUDR}

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.

Receipt and verification

First computed	2026-07-05T11:33:10.598622Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

795bafc56cb392163675164a29eb141c412ead53c0c79513919260cfe8cd8d56

Aliases

arxiv: 2507.05200 · arxiv_version: 2507.05200v1 · doi: 10.48550/arxiv.2507.05200 · pith_short_12: PFN27RLMWOJB · pith_short_16: PFN27RLMWOJBMNTV · pith_short_8: PFN27RLM

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/PFN27RLMWOJBMNTVCZFCT2YUDR \
  | 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: 795bafc56cb392163675164a29eb141c412ead53c0c79513919260cfe8cd8d56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb8f334980a5be4488fd5404035b72ed4f34b2972d9444fd4d8916927ea4713f",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-07T17:01:17Z",
    "title_canon_sha256": "46689219aeccb752eca914b5cb91e01a602f4b6f8f75580f3dca7bf98f0ef465"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05200",
    "kind": "arxiv",
    "version": 1
  }
}