pith. sign in
Pith Number

pith:DIIC6UJH

pith:2026:DIIC6UJHK34GFYIPA5Z6GOQE5Q
not attested not anchored not stored refs pending

Decoy-Calibrated Failure Audits for Language Models

Ameya Gawde, Harshvardhan Singh, Vyzantinos Repantis

arxiv:2606.09046 v1 · 2026-06-08 · cs.LG · cs.CL · cs.IR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DIIC6UJHK34GFYIPA5Z6GOQE5Q}

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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 2026-06-09T02:07:55.457053Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1a102f512756f862e10f0773e33a04ec0954a382014886ab85b690a19c632182

Aliases

arxiv: 2606.09046 · arxiv_version: 2606.09046v1 · doi: 10.48550/arxiv.2606.09046 · pith_short_12: DIIC6UJHK34G · pith_short_16: DIIC6UJHK34GFYIP · pith_short_8: DIIC6UJH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DIIC6UJHK34GFYIPA5Z6GOQE5Q \
  | 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: 1a102f512756f862e10f0773e33a04ec0954a382014886ab85b690a19c632182
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a3c9f576710fc74223b7a74436def62ed98de70a3f326a104fee090ab3523ea1",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-08T05:33:03Z",
    "title_canon_sha256": "424f1479c018906ac297a315f415292a5740be39a543f64a20a37795c6c3014c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.09046",
    "kind": "arxiv",
    "version": 1
  }
}