Pith Number

pith:KNT6KGNO

pith:2024:KNT6KGNO5BK4KC56BOVKP3ZFPK

not attested not anchored not stored refs pending

RIRO: Reshaping Inputs, Refining Outputs Unlocking the Potential of Large Language Models in Data-Scarce Contexts

Ali Hamdi, Hozaifa Kassab, Marwa Mohamed, Mohamed Bahaa

arxiv:2412.15254 v1 · 2024-12-15 · 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{KNT6KGNO5BK4KC56BOVKP3ZFPK}

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	2026-07-05T09:52:00.543832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5367e519aee855c50bbe0baaa7ef257ab70da532053c72be7063e984c5203fce

Aliases

arxiv: 2412.15254 · arxiv_version: 2412.15254v1 · doi: 10.48550/arxiv.2412.15254 · pith_short_12: KNT6KGNO5BK4 · pith_short_16: KNT6KGNO5BK4KC56 · pith_short_8: KNT6KGNO

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/KNT6KGNO5BK4KC56BOVKP3ZFPK \
  | 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: 5367e519aee855c50bbe0baaa7ef257ab70da532053c72be7063e984c5203fce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e94522ba7ac4057be4d6c0e4fdc07a25eafe035fa8c51a253edc582ede605669",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-15T15:48:37Z",
    "title_canon_sha256": "04d22bfe5d26fdfc60178867155b758f1667c13c9460b0fad170e713187559c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15254",
    "kind": "arxiv",
    "version": 1
  }
}