Pith. sign in
Pith Number

pith:K4QSDT7V

pith:2024:K4QSDT7VFX6C3G6FQBLLS5IC4E
not attested not anchored not stored refs pending

Deceiving Question-Answering Models: A Hybrid Word-Level Adversarial Approach

Jiyao Li, Mingze Ni, Wei Liu, Yongshun Gong

arxiv:2411.08248 v1 · 2024-11-12 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{K4QSDT7VFX6C3G6FQBLLS5IC4E}

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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 2026-07-05T09:34:44.110005Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

572121cff52dfc2d9bc58056b97502e11ecc8259b439100f633b0bbd93ab02fb

Aliases

arxiv: 2411.08248 · arxiv_version: 2411.08248v1 · doi: 10.48550/arxiv.2411.08248 · pith_short_12: K4QSDT7VFX6C · pith_short_16: K4QSDT7VFX6C3G6F · pith_short_8: K4QSDT7V
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/K4QSDT7VFX6C3G6FQBLLS5IC4E \
  | 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: 572121cff52dfc2d9bc58056b97502e11ecc8259b439100f633b0bbd93ab02fb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "93aeee7de5ac66f8f163446f70c038be44fa4e42e170abb32ca6ab63657add05",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-12T23:54:58Z",
    "title_canon_sha256": "d17fe008680474c5741694cfdf143a269f764d90ead510c74fa52f1cc07e9053"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.08248",
    "kind": "arxiv",
    "version": 1
  }
}