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Pith Number

pith:POQ7XVAV

pith:2024:POQ7XVAVPVMMOSPMKBWCTGXM2T
not attested not anchored not stored refs pending

Best Practices for Distilling Large Language Models into BERT for Web Search Ranking

Bowen Tian, Dezhi Ye, Haijin Liang, Jiabin Fan, Jie Liu, Jin Ma, Junwei Hu

arxiv:2411.04539 v1 · 2024-11-07 · cs.IR · cs.CL

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\usepackage{pith}
\pithnumber{POQ7XVAVPVMMOSPMKBWCTGXM2T}

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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 2026-07-05T09:32:21.534624Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7ba1fbd4157d58c749ec506c299aecd4d2cbf918874ceadabc9b68475dff343a

Aliases

arxiv: 2411.04539 · arxiv_version: 2411.04539v1 · doi: 10.48550/arxiv.2411.04539 · pith_short_12: POQ7XVAVPVMM · pith_short_16: POQ7XVAVPVMMOSPM · pith_short_8: POQ7XVAV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/POQ7XVAVPVMMOSPMKBWCTGXM2T \
  | 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: 7ba1fbd4157d58c749ec506c299aecd4d2cbf918874ceadabc9b68475dff343a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "769184023724563e4d347a0611ef3e4d7695e3991dcea4b6777da728802535f1",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-11-07T08:54:46Z",
    "title_canon_sha256": "4ca1efe9e3bfc5ea77ba78a8eaf01c9d2ac0b7eee54061b833b457d5238084c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.04539",
    "kind": "arxiv",
    "version": 1
  }
}