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Pith Number

pith:KJK65QQK

pith:2024:KJK65QQKIH55ZEUFFEDM57J7RI
not attested not anchored not stored refs pending

A Semantic-Aware Layer-Freezing Approach to Computation-Efficient Fine-Tuning of Language Models

Aldeida Aleti, Chunyang Chen, Hongyu Zhang, Jian Gu

arxiv:2406.11753 v3 · 2024-06-17 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{KJK65QQKIH55ZEUFFEDM57J7RI}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T11:13:10.708812Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5255eec20a41fbdc92852906cefd3f8a2474a63b6c1873373b49fa59144cca55

Aliases

arxiv: 2406.11753 · arxiv_version: 2406.11753v3 · doi: 10.48550/arxiv.2406.11753 · pith_short_12: KJK65QQKIH55 · pith_short_16: KJK65QQKIH55ZEUF · pith_short_8: KJK65QQK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KJK65QQKIH55ZEUFFEDM57J7RI \
  | 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: 5255eec20a41fbdc92852906cefd3f8a2474a63b6c1873373b49fa59144cca55
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "368bff7f68d2dff435b93b21020696655d6f1e51b7b5aef2265ff142ee679b25",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-17T17:13:08Z",
    "title_canon_sha256": "b53e69677dd2f001872252684ee15e15817327f405fe48d5d16c0bd6e3855296"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.11753",
    "kind": "arxiv",
    "version": 3
  }
}