Pith Number

pith:LLFA55NO

pith:2023:LLFA55NOLTUGN4OASBAGIT47MU

not attested not anchored not stored refs pending

Do Language Models Learn Semantics of Code? A Case Study in Vulnerability Detection

Benjamin Steenhoek, Md Mahbubur Rahman, Shaila Sharmin, Wei Le

arxiv:2311.04109 v1 · 2023-11-07 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LLFA55NOLTUGN4OASBAGIT47MU}

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

BioDefect: The First Dataset for Defect Detection in Bioinformatics Software

Receipt and verification

First computed	2026-07-05T07:10:11.154040Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5aca0ef5ae5ce866f1c09040644f9f65337187c4c0bf03f566ab44f15220f2b1

Aliases

arxiv: 2311.04109 · arxiv_version: 2311.04109v1 · doi: 10.48550/arxiv.2311.04109 · pith_short_12: LLFA55NOLTUG · pith_short_16: LLFA55NOLTUGN4OA · pith_short_8: LLFA55NO

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/LLFA55NOLTUGN4OASBAGIT47MU \
  | 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: 5aca0ef5ae5ce866f1c09040644f9f65337187c4c0bf03f566ab44f15220f2b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34c5d7d4b66d31a16a65f9548781e0973af70ff0e57ae7b2646603db5d032a50",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-07T16:31:56Z",
    "title_canon_sha256": "ec3b58dd8069cbfdf803ba4970f83068df8fd13b72543f4f7d8159f9692fb5a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.04109",
    "kind": "arxiv",
    "version": 1
  }
}