Pith Number

pith:OBHUWVR7

pith:2023:OBHUWVR76YXXXGUD36M7ZXOQJZ

not attested not anchored not stored refs pending

Empirical Analysis of the Strengths and Weaknesses of PEFT Techniques for LLMs

Anirudh Jain, George Pu, Jihan Yin, Russell Kaplan

arxiv:2304.14999 v1 · 2023-04-28 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OBHUWVR76YXXXGUD36M7ZXOQJZ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

DECA: Decentralizing Block-Wise Adam for Efficient LLM Full-Parameter Fine-Tuning on Non-IID Data

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T06:05:23.149230Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

704f4b563ff62f7b9a83df99fcddd04e413e8bbf815f3fe8a6b892c7a067c66d

Aliases

arxiv: 2304.14999 · arxiv_version: 2304.14999v1 · doi: 10.48550/arxiv.2304.14999 · pith_short_12: OBHUWVR76YXX · pith_short_16: OBHUWVR76YXXXGUD · pith_short_8: OBHUWVR7

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/OBHUWVR76YXXXGUD36M7ZXOQJZ \
  | 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: 704f4b563ff62f7b9a83df99fcddd04e413e8bbf815f3fe8a6b892c7a067c66d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56cb79ae4a42e3e9ab8651141acaa3572e2cc35f2ce1930be14162175ea79a86",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-04-28T17:39:49Z",
    "title_canon_sha256": "6341d174240cf91f2577c446e3accbdcd882120935a4c89832f0d6b3c8641825"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.14999",
    "kind": "arxiv",
    "version": 1
  }
}