Pith Number

pith:TDON3U2P

pith:2025:TDON3U2PKPUZFX6O6VTDTI6RVR

not attested not anchored not stored refs pending

Automated Type Annotation in Python Using Large Language Models

Dhruv Kumar, Pankaj Jalote, Shashwat Jha, Varun Bharti

arxiv:2508.00422 v1 · 2025-08-01 · cs.PL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TDON3U2PKPUZFX6O6VTDTI6RVR}

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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

Large Language Models for Fault Localization: An Empirical Study

Receipt and verification

First computed	2026-07-05T11:46:55.848448Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98dcddd34f53e992dfcef56639a3d1ac52f635c03824e9c2dd1c80be9779a13f

Aliases

arxiv: 2508.00422 · arxiv_version: 2508.00422v1 · doi: 10.48550/arxiv.2508.00422 · pith_short_12: TDON3U2PKPUZ · pith_short_16: TDON3U2PKPUZFX6O · pith_short_8: TDON3U2P

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/TDON3U2PKPUZFX6O6VTDTI6RVR \
  | 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: 98dcddd34f53e992dfcef56639a3d1ac52f635c03824e9c2dd1c80be9779a13f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f8ba242ec45cbcdbfa4ea042f888ceea8caf3cf3c11dea0c71d0be87f63aa9b5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2025-08-01T08:24:14Z",
    "title_canon_sha256": "bba7110ab352752d7f783c71ad16afb751b524be5e07a6631a0cfdc166841ba4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.00422",
    "kind": "arxiv",
    "version": 1
  }
}