Pith Number

pith:QZ24GHTA

pith:2024:QZ24GHTAUJCMTLQDNMPCBMZ62W

not attested not anchored not stored refs pending

Comparative Analysis of Different Efficient Fine Tuning Methods of Large Language Models (LLMs) in Low-Resource Setting

Krishna Prasad Varadarajan Srinivasan, Madhusudhana Yattapu, Prasanth Gumpena, Vishal H. Brahmbhatt

arxiv:2405.13181 v1 · 2024-05-21 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{QZ24GHTAUJCMTLQDNMPCBMZ62W}

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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

Fine-tuning vs. In-context Learning in Large Language Models: A Formal Language Learning Perspective

Receipt and verification

First computed	2026-07-05T08:21:59.296509Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8675c31e60a244c9ae036b1e20b33ed59898e20e583b97a6282db373364b8fa5

Aliases

arxiv: 2405.13181 · arxiv_version: 2405.13181v1 · doi: 10.48550/arxiv.2405.13181 · pith_short_12: QZ24GHTAUJCM · pith_short_16: QZ24GHTAUJCMTLQD · pith_short_8: QZ24GHTA

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/QZ24GHTAUJCMTLQDNMPCBMZ62W \
  | 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: 8675c31e60a244c9ae036b1e20b33ed59898e20e583b97a6282db373364b8fa5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2a27e47c365c39888a1132354600acdbeeaec4258065901e452b1eb2116e3ae",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-21T20:08:52Z",
    "title_canon_sha256": "871326821484f33c3e24b5c00719b6279b182237ffc4e38fc864e3eb26a43e51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13181",
    "kind": "arxiv",
    "version": 1
  }
}