Pith Number

pith:LWNGIKPJ

pith:2024:LWNGIKPJMRZSFBS4CDWM2RE7WJ

not attested not anchored not stored refs pending

Evaluation of LLM Chatbots for OSINT-based Cyber Threat Awareness

Alysson Bessani, Pedro M. Ferreira, Samaneh Shafee

arxiv:2401.15127 v3 · 2024-01-26 · cs.CR · 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{LWNGIKPJMRZSFBS4CDWM2RE7WJ}

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

Efficient Learning Content Retrieval with Knowledge Injection

Receipt and verification

First computed	2026-07-05T10:58:44.897250Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d9a6429e9647322865c10eccd449fb25fcbd30c07ce4c0a03cd1ac1d5ff5369

Aliases

arxiv: 2401.15127 · arxiv_version: 2401.15127v3 · doi: 10.48550/arxiv.2401.15127 · pith_short_12: LWNGIKPJMRZS · pith_short_16: LWNGIKPJMRZSFBS4 · pith_short_8: LWNGIKPJ

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/LWNGIKPJMRZSFBS4CDWM2RE7WJ \
  | 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: 5d9a6429e9647322865c10eccd449fb25fcbd30c07ce4c0a03cd1ac1d5ff5369

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fcb2df73d2523d71a2ccbb7fcb13373d536557b0bb7bccfe41c48d8fd1cee196",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-01-26T13:15:24Z",
    "title_canon_sha256": "573ae33d1755b1d995bc310ddd80b46228a2382f62083a28e09cba7c5a0c22bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.15127",
    "kind": "arxiv",
    "version": 3
  }
}