Pith. sign in
Pith Number

pith:TOOICX2P

pith:2025:TOOICX2PQQXMUCXYRZPU7RV4AX
not attested not anchored not stored refs pending

Anomaly Detection in Human Language via Meta-Learning: A Few-Shot Approach

Aarav Singla, Advik Gupta, Parnika Gupta, Saurav Singla

arxiv:2507.20019 v1 · 2025-07-26 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TOOICX2PQQXMUCXYRZPU7RV4AX}

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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 2026-07-05T11:43:46.625617Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9b9c815f4f842eca0af88e5f4fc6bc05c19939fd57f687b25cfdb15393006598

Aliases

arxiv: 2507.20019 · arxiv_version: 2507.20019v1 · doi: 10.48550/arxiv.2507.20019 · pith_short_12: TOOICX2PQQXM · pith_short_16: TOOICX2PQQXMUCXY · pith_short_8: TOOICX2P
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TOOICX2PQQXMUCXYRZPU7RV4AX \
  | 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: 9b9c815f4f842eca0af88e5f4fc6bc05c19939fd57f687b25cfdb15393006598
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e47390bef7d55dc3cce7863262bae9b4db749200f3eb530cc819ae29e41d024b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-26T17:23:03Z",
    "title_canon_sha256": "1d357b24fdb04f873702c028d2995d72d3d19735983dd22b1afb8c6e9b251ba1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.20019",
    "kind": "arxiv",
    "version": 1
  }
}