Pith Number

pith:B5VOGUKN

pith:2024:B5VOGUKNUVEVDWT6CDFZ6OPV56

not attested not anchored not stored refs pending

Combating Phone Scams with LLM-based Detection: Where Do We Stand?

Eugene Y. Fu, Grace Ngai, Kangzhong Wang, Youqian Zhang, Zitong Shen

arxiv:2409.11643 v2 · 2024-09-18 · cs.CR · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B5VOGUKNUVEVDWT6CDFZ6OPV56}

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

"It Warned Me Just at the Right Moment": Exploring LLM-based Real-time Detection of Phone Scams

Receipt and verification

First computed	2026-07-05T09:21:48.710166Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f6ae3514da54951da7e10cb9f39f5efa9d2b2b170abdc43ca8c1c854c318af2

Aliases

arxiv: 2409.11643 · arxiv_version: 2409.11643v2 · doi: 10.48550/arxiv.2409.11643 · pith_short_12: B5VOGUKNUVEV · pith_short_16: B5VOGUKNUVEVDWT6 · pith_short_8: B5VOGUKN

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/B5VOGUKNUVEVDWT6CDFZ6OPV56 \
  | 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: 0f6ae3514da54951da7e10cb9f39f5efa9d2b2b170abdc43ca8c1c854c318af2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2dbf5dfc646213023d9b97d7e3c6f97c4ad3f058568fb0b049579ebbbe55f60a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-09-18T02:14:30Z",
    "title_canon_sha256": "650b27dc47a9faaf3e81d79ed5ad83571e7e3e0bd9bfe7524593c0e934bec95f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.11643",
    "kind": "arxiv",
    "version": 2
  }
}