Pith Number

pith:JMMFMX2W

pith:2023:JMMFMX2WMFYERS7OZ4YQKNT4EU

not attested not anchored not stored refs pending

Learning Deep Semantics for Test Completion

Junyi Jessy Li, Milos Gligoric, Pengyu Nie, Rahul Banerjee, Raymond J. Mooney

arxiv:2302.10166 v3 · 2023-02-20 · cs.SE · cs.CL · 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{JMMFMX2WMFYERS7OZ4YQKNT4EU}

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	2026-07-05T05:48:51.732038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b18565f56617048cbeecf3105367c25097738b06d9eaaaa59c86da468d79b72

Aliases

arxiv: 2302.10166 · arxiv_version: 2302.10166v3 · doi: 10.48550/arxiv.2302.10166 · pith_short_12: JMMFMX2WMFYE · pith_short_16: JMMFMX2WMFYERS7O · pith_short_8: JMMFMX2W

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/JMMFMX2WMFYERS7OZ4YQKNT4EU \
  | 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: 4b18565f56617048cbeecf3105367c25097738b06d9eaaaa59c86da468d79b72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0045fcfc9e6ee39e6b1c3a56dfdd318bc2d8c196bcabbe98459ea415ff3c9b3",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-02-20T18:53:56Z",
    "title_canon_sha256": "a53c5eab636b0a5a9463b4f082f36b138b588a42098044e745729bc4310fdb0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10166",
    "kind": "arxiv",
    "version": 3
  }
}