Pith Number

pith:PAQ33ITS

pith:2022:PAQ33ITSBSBDFUJXVZC6UKZYBP

not attested not anchored not stored refs pending

Revisiting Parameter-Efficient Tuning: Are We Really There Yet?

Fangyu Liu, Guanzheng Chen, Shangsong Liang, Zaiqiao Meng

arxiv:2202.07962 v2 · 2022-02-16 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PAQ33ITSBSBDFUJXVZC6UKZYBP}

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

3 papers in Pith

A Comprehensive Overview of Large Language Models

OmniMol: Transferring Particle Physics Knowledge to Molecular Dynamics with Point-Edge Transformers

LLaVA-Video: Video Instruction Tuning With Synthetic Data

Receipt and verification

First computed	2026-07-05T05:09:15.576238Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7821bda2720c8232d137ae45ea2b380bcea18db6a03f1d0fe109881aec47bdc1

Aliases

arxiv: 2202.07962 · arxiv_version: 2202.07962v2 · doi: 10.48550/arxiv.2202.07962 · pith_short_12: PAQ33ITSBSBD · pith_short_16: PAQ33ITSBSBDFUJX · pith_short_8: PAQ33ITS

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/PAQ33ITSBSBDFUJXVZC6UKZYBP \
  | 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: 7821bda2720c8232d137ae45ea2b380bcea18db6a03f1d0fe109881aec47bdc1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25ea9f278f1151b5918f0a4df5d985a22061426b5c937993e2660bd59495847b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-02-16T10:11:19Z",
    "title_canon_sha256": "3500b8ae7985648727a51db71a55592c921ebe53b7ca5c03a0c8ff73a4759b9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.07962",
    "kind": "arxiv",
    "version": 2
  }
}