Pith Number

pith:66DDKIU4

pith:2025:66DDKIU4GJAJG6FMPIF6CMLDM2

not attested not anchored not stored refs pending

CLLoRA: An Approach to Measure the Effects of the Context Length for LLM Fine-Tuning

Benben Liu, Ping Zhang, Sheng Di, Yao Xin, Zhaorui Zhang

arxiv:2502.18910 v1 · 2025-02-26 · cs.LG · cs.DC

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\usepackage{pith}
\pithnumber{66DDKIU4GJAJG6FMPIF6CMLDM2}

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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

SplitFT: An Adaptive Federated Split Learning System For LLMs Fine-Tuning

Receipt and verification

First computed	2026-07-05T10:20:22.999747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f78635229c32409378ac7a0be1316366b49f02d79003bd0ceb7eb55e02f89ad9

Aliases

arxiv: 2502.18910 · arxiv_version: 2502.18910v1 · doi: 10.48550/arxiv.2502.18910 · pith_short_12: 66DDKIU4GJAJ · pith_short_16: 66DDKIU4GJAJG6FM · pith_short_8: 66DDKIU4

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/66DDKIU4GJAJG6FMPIF6CMLDM2 \
  | 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: f78635229c32409378ac7a0be1316366b49f02d79003bd0ceb7eb55e02f89ad9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b95c6d21437625d23f0ac3951f71a7a548ec3efa5ee35972f61dbbeb8130c0b0",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-26T07:56:43Z",
    "title_canon_sha256": "bbea839d542ada36cd6c6efc46afc1bc9d5847541bb1f5ec835e4938902a077a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18910",
    "kind": "arxiv",
    "version": 1
  }
}