Pith. sign in
Pith Number

pith:OFKYIEOQ

pith:2025:OFKYIEOQQODN3SDAPI4JXNZYA3
not attested not anchored not stored refs pending

Model Hemorrhage and the Robustness Limits of Large Language Models

Bo Du, Dacheng Tao, Gui-Song Xia, Lefei Zhang, Liangpei Zhang, Ziyang Ma, Zuchao Li

arxiv:2503.23924 v1 · 2025-03-31 · cs.CL · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{OFKYIEOQQODN3SDAPI4JXNZYA3}

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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T10:42:01.944521Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

71558411d08386ddc8607a389bb73806d2fb96a95a7f2ebbe94145719d29d005

Aliases

arxiv: 2503.23924 · arxiv_version: 2503.23924v1 · doi: 10.48550/arxiv.2503.23924 · pith_short_12: OFKYIEOQQODN · pith_short_16: OFKYIEOQQODN3SDA · pith_short_8: OFKYIEOQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OFKYIEOQQODN3SDAPI4JXNZYA3 \
  | 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: 71558411d08386ddc8607a389bb73806d2fb96a95a7f2ebbe94145719d29d005
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6682a4486789e21bdbf105becd7c7ea85fb2708e635d0911b8a9b2fcd77ed7db",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-31T10:16:03Z",
    "title_canon_sha256": "ac1e0557b9aebb195420469ee5e01b6ab2af9f0efdd272d32c7caee0da7322c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23924",
    "kind": "arxiv",
    "version": 1
  }
}