Pith Number

pith:LG2RT4RC

pith:2024:LG2RT4RCXM5SVUE3236C3LQC5E

not attested not anchored not stored refs pending

Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models

Alireza Salemi, Hamed Zamani

arxiv:2409.09510 v2 · 2024-09-14 · cs.CL

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\usepackage{pith}
\pithnumber{LG2RT4RCXM5SVUE3236C3LQC5E}

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Record completeness

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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

Assessment of RAG and Fine-Tuning for Industrial Question-Answering-Applications

Receipt and verification

First computed	2026-07-05T11:27:20.357490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59b519f222bb3b2ad09bd6fc2dae02e92eb76833bc475b4efbbb06be16c29939

Aliases

arxiv: 2409.09510 · arxiv_version: 2409.09510v2 · doi: 10.48550/arxiv.2409.09510 · pith_short_12: LG2RT4RCXM5S · pith_short_16: LG2RT4RCXM5SVUE3 · pith_short_8: LG2RT4RC

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/LG2RT4RCXM5SVUE3236C3LQC5E \
  | 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: 59b519f222bb3b2ad09bd6fc2dae02e92eb76833bc475b4efbbb06be16c29939

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f6e999bb37bf199b0f6b73aaa1cb160dd2a6bec05a582d57d4ff5c368f7cd1a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-14T19:18:26Z",
    "title_canon_sha256": "229a4489754f0e70db3e4ee46f64dde93b823662b8618dc5c4273aa97269aa55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09510",
    "kind": "arxiv",
    "version": 2
  }
}