Pith Number

pith:ZMSVW6DH

pith:2024:ZMSVW6DHOMKRULU5OZ7H3FDP4E

not attested not anchored not stored refs pending

Parameter Efficient Instruction Tuning: An Empirical Study

Pengfei He

arxiv:2411.16775 v1 · 2024-11-25 · cs.CL · cs.AI · 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{ZMSVW6DHOMKRULU5OZ7H3FDP4E}

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

1 paper in Pith

Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning

Receipt and verification

First computed	2026-07-05T09:40:22.969060Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb255b786773151a2e9d767e7d946fe108b47c58de7058a4d2eaee17659e0611

Aliases

arxiv: 2411.16775 · arxiv_version: 2411.16775v1 · doi: 10.48550/arxiv.2411.16775 · pith_short_12: ZMSVW6DHOMKR · pith_short_16: ZMSVW6DHOMKRULU5 · pith_short_8: ZMSVW6DH

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/ZMSVW6DHOMKRULU5OZ7H3FDP4E \
  | 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: cb255b786773151a2e9d767e7d946fe108b47c58de7058a4d2eaee17659e0611

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dddaa03d6788346ebe03932d8310fa141f43d0fe5b2ab8c4f9311c773dce0b2e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-25T07:06:09Z",
    "title_canon_sha256": "884603119e02ab8d4b547bd370bd6a7d70ef816abb40970a958cb50cd07da3cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16775",
    "kind": "arxiv",
    "version": 1
  }
}