Pith Number

pith:SFUGS7ZD

pith:2023:SFUGS7ZDZOKH4WV4NWPXY3T6UB

not attested not anchored not stored refs pending

LLMs Perform Poorly at Concept Extraction in Cyber-security Research Literature

Alain Mermoud, Andrei Kucharavy, Dimitri Percia David, Maxime W\"ursch

arxiv:2312.07110 v1 · 2023-12-12 · cs.CL · cs.CR · 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{SFUGS7ZDZOKH4WV4NWPXY3T6UB}

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	2026-07-05T07:23:15.174191Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9168697f23cb947e5abc6d9f7c6e7ea06672ed7d55b2fc233f9d58da278096e6

Aliases

arxiv: 2312.07110 · arxiv_version: 2312.07110v1 · doi: 10.48550/arxiv.2312.07110 · pith_short_12: SFUGS7ZDZOKH · pith_short_16: SFUGS7ZDZOKH4WV4 · pith_short_8: SFUGS7ZD

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/SFUGS7ZDZOKH4WV4NWPXY3T6UB \
  | 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: 9168697f23cb947e5abc6d9f7c6e7ea06672ed7d55b2fc233f9d58da278096e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48791c93e3b95e6bf97cefc2f38b3eca8c4fd42d2e2ea19c746ba32f8f372eae",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-12T09:39:03Z",
    "title_canon_sha256": "b240a72200d8dece625a38488fa4cae88838fc85af098bbce1e05fe746507060"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.07110",
    "kind": "arxiv",
    "version": 1
  }
}