Pith Number

pith:S5VGKBAI

pith:2026:S5VGKBAIB3XFXXEKCYIGSE7NAH

not attested not anchored not stored refs pending

Operational Evidence Gaps for LLMs in Fraud Detection and Trust-and-Safety Workflows

Keyur Gabani

arxiv:2607.13078 v1 · 2026-07-12 · cs.CR · cs.AI · 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{S5VGKBAIB3XFXXEKCYIGSE7NAH}

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	2026-07-16T00:21:54.732072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

976a6504080eee5bdc8a16106913ed01eb023895edba180feba55bb44180d8b5

Aliases

arxiv: 2607.13078 · arxiv_version: 2607.13078v1 · doi: 10.48550/arxiv.2607.13078 · pith_short_12: S5VGKBAIB3XF · pith_short_16: S5VGKBAIB3XFXXEK · pith_short_8: S5VGKBAI

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/S5VGKBAIB3XFXXEKCYIGSE7NAH \
  | 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: 976a6504080eee5bdc8a16106913ed01eb023895edba180feba55bb44180d8b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "612210a30ccf2c07b6fd1edc009919313b41aa7c814bea2411ebb7783ce81971",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-07-12T22:34:02Z",
    "title_canon_sha256": "420fc87756bbb651e821db5da8a534ded1cd326c439f5c2e5bcb695f1d32a748"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.13078",
    "kind": "arxiv",
    "version": 1
  }
}