Pith Number

pith:RGJ3JPKZ

pith:2024:RGJ3JPKZI74AB7TG2WZXCQIRYL

not attested not anchored not stored refs pending

Optimizing Large Language Models with an Enhanced LoRA Fine-Tuning Algorithm for Efficiency and Robustness in NLP Tasks

Chihang Wang, Hongye Zheng, Jiacheng Hu, Jia Gao, Xiaoxuan Liao, Zhen Qi

arxiv:2412.18729 v1 · 2024-12-25 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RGJ3JPKZI74AB7TG2WZXCQIRYL}

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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	2026-07-05T09:54:09.769529Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8993b4bd5947f800fe66d5b3714111c2f4f9f616b002f9ff6b31815082acd035

Aliases

arxiv: 2412.18729 · arxiv_version: 2412.18729v1 · doi: 10.48550/arxiv.2412.18729 · pith_short_12: RGJ3JPKZI74A · pith_short_16: RGJ3JPKZI74AB7TG · pith_short_8: RGJ3JPKZ

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/RGJ3JPKZI74AB7TG2WZXCQIRYL \
  | 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: 8993b4bd5947f800fe66d5b3714111c2f4f9f616b002f9ff6b31815082acd035

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc547a7fb5098dbe731c9d4d52c34180bcad1e6c20f6ee54f4179f0debc97b36",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-25T01:10:25Z",
    "title_canon_sha256": "b4b91828ef7ade191a72ec5b94bf4a105eafff0d56481c3f12dfa0fdf2e31404"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18729",
    "kind": "arxiv",
    "version": 1
  }
}