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Pith
Pith Number

pith:WCBSOY53

pith:2024:WCBSOY53NRY7TCMPSJPUNL3AB6
not attested not anchored not stored refs pending

Prompt Perturbation Consistency Learning for Robust Language Models

Anna Rumshisky, Anoop Kumar, Aram Galstyan, Greg Ver Steeg, Ninareh Mehrabi, Subhrangshu Nandi, Yao Qiang

arxiv:2402.15833 v1 · 2024-02-24 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{WCBSOY53NRY7TCMPSJPUNL3AB6}

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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 2026-07-05T07:48:58.620718Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b0832763bb6c71f9898f925f46af600fb4aad3212944e62a4ea701b86c9efb6e

Aliases

arxiv: 2402.15833 · arxiv_version: 2402.15833v1 · doi: 10.48550/arxiv.2402.15833 · pith_short_12: WCBSOY53NRY7 · pith_short_16: WCBSOY53NRY7TCMP · pith_short_8: WCBSOY53
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WCBSOY53NRY7TCMPSJPUNL3AB6 \
  | 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: b0832763bb6c71f9898f925f46af600fb4aad3212944e62a4ea701b86c9efb6e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "da424c69296fdd335851ef3961d602566019dce7d74a6ec856cb67cb5929db53",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-24T15:00:58Z",
    "title_canon_sha256": "f64cedf642e0e3825c682a584f781456056bc94f690a321341a9cb7d5303e6d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15833",
    "kind": "arxiv",
    "version": 1
  }
}