Pith Number

pith:AWXAAJWQ

pith:2024:AWXAAJWQZWRJAMZUDV4KDMKTXJ

not attested not anchored not stored refs pending

Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge

Evangelos Kanoulas, Faegheh Hasibi, Heydar Soudani

arxiv:2403.01432 v5 · 2024-03-03 · 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{AWXAAJWQZWRJAMZUDV4KDMKTXJ}

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

PDF Retrieval Augmented Question Answering

ChipLingo: A Systematic Training Framework for Large Language Models in EDA

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

Receipt and verification

First computed	2026-07-05T09:42:23.320256Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

05ae0026d0cda29033341d78a1b153ba74f321b94ee1476719b95a123a663ca1

Aliases

arxiv: 2403.01432 · arxiv_version: 2403.01432v5 · doi: 10.48550/arxiv.2403.01432 · pith_short_12: AWXAAJWQZWRJ · pith_short_16: AWXAAJWQZWRJAMZU · pith_short_8: AWXAAJWQ

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/AWXAAJWQZWRJAMZUDV4KDMKTXJ \
  | 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: 05ae0026d0cda29033341d78a1b153ba74f321b94ee1476719b95a123a663ca1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f69fb09e1ff2faa889eceda4acb16a0cbaec1e1ec9694413fd0c8e311cef35f7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-03T08:07:55Z",
    "title_canon_sha256": "00cb1a662fb734a09c5c1640667bcdd83d56e05f7307884a7d7d670fddd679fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.01432",
    "kind": "arxiv",
    "version": 5
  }
}