Pith Number

pith:JRWCGQ2K

pith:2025:JRWCGQ2KXIKMJ26NLERHBLSOW6

not attested not anchored not stored refs pending

ALoFTRAG: Automatic Local Fine Tuning for Retrieval Augmented Generation

Peter Devine

arxiv:2501.11929 v1 · 2025-01-21 · 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{JRWCGQ2KXIKMJ26NLERHBLSOW6}

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.

Receipt and verification

First computed	2026-07-05T10:03:16.147821Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c6c23434aba14c4ebcd592270ae4eb7bcab246d9fa7b7dffd589a5bee646c1a

Aliases

arxiv: 2501.11929 · arxiv_version: 2501.11929v1 · doi: 10.48550/arxiv.2501.11929 · pith_short_12: JRWCGQ2KXIKM · pith_short_16: JRWCGQ2KXIKMJ26N · pith_short_8: JRWCGQ2K

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/JRWCGQ2KXIKMJ26NLERHBLSOW6 \
  | 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: 4c6c23434aba14c4ebcd592270ae4eb7bcab246d9fa7b7dffd589a5bee646c1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "488bc4d18040d8b6493bd8e3302743619333fc750a36a82e59b26fd912e4c1de",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-21T07:07:58Z",
    "title_canon_sha256": "e1b3125d7151e071186465d33ed90e1e46e2ec1ebd17f48db4efc74c220c6c66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11929",
    "kind": "arxiv",
    "version": 1
  }
}