Pith Number

pith:C36TFWBC

pith:2023:C36TFWBC6J4IYJ47AKPTP5ZFXM

not attested not anchored not stored refs pending

Multi-dimensional data refining strategy for effective fine-tuning LLMs

Arthur Tang, Bao Nguyen, Quang Nhat Tran, Thanh Nguyen Ngoc, Thanh Pham, Thuy Nguyen

arxiv:2311.01049 v1 · 2023-11-02 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C36TFWBC6J4IYJ47AKPTP5ZFXM}

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	2026-07-05T07:08:19.872144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16fd32d822f2788c279f029f37f725bb3a0c20b7498b70f144cb87b031ac2508

Aliases

arxiv: 2311.01049 · arxiv_version: 2311.01049v1 · doi: 10.48550/arxiv.2311.01049 · pith_short_12: C36TFWBC6J4I · pith_short_16: C36TFWBC6J4IYJ47 · pith_short_8: C36TFWBC

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/C36TFWBC6J4IYJ47AKPTP5ZFXM \
  | 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: 16fd32d822f2788c279f029f37f725bb3a0c20b7498b70f144cb87b031ac2508

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f4e8e5ebc15c7267153b111e7bb7bd39b8d7f64f07254cd8f5b22a87c9dcbb3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-02T07:50:43Z",
    "title_canon_sha256": "743aa2546ff1261cd5616df2201767c23a6bbbc939a16eaf160795ffb7e1bfe1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.01049",
    "kind": "arxiv",
    "version": 1
  }
}