Pith. sign in
Pith Number

pith:IU65IOKQ

pith:2023:IU65IOKQDM6KVSKDRI4YUSTOAF
not attested not anchored not stored refs pending

Knowledge Rumination for Pre-trained Language Models

Chuanqi Tan, Fei Huang, Huajun Chen, Ningyu Zhang, Peng Wang, Shengyu Mao, Yunzhi Yao

arxiv:2305.08732 v3 · 2023-05-15 · cs.CL · cs.AI · cs.IR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IU65IOKQDM6KVSKDRI4YUSTOAF}

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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 2026-07-05T06:59:31.917929Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

453dd439501b3caac9438a398a4a6e0179aa27b7048f484b9cfccad51ff8cae8

Aliases

arxiv: 2305.08732 · arxiv_version: 2305.08732v3 · doi: 10.48550/arxiv.2305.08732 · pith_short_12: IU65IOKQDM6K · pith_short_16: IU65IOKQDM6KVSKD · pith_short_8: IU65IOKQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IU65IOKQDM6KVSKDRI4YUSTOAF \
  | 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: 453dd439501b3caac9438a398a4a6e0179aa27b7048f484b9cfccad51ff8cae8
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "58800a61ba6e090238fb8fdf988d706206a6bc78b65ca22dc2ef159c0abd696d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-15T15:47:09Z",
    "title_canon_sha256": "b07b213465e3ef7a1bce42aab6e5e21c85735096b3032eb34cea55c4180093c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.08732",
    "kind": "arxiv",
    "version": 3
  }
}