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Pith Number

pith:6NTYE7PR

pith:2024:6NTYE7PRHYFMDMDUBSF4LQJDH5
not attested not anchored not stored refs pending

LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement

Amir Gholami, Gopala Anumanchipalli, Karttikeya Mangalam, Kurt Keutzer, Michael W. Mahoney, Nicholas Lee, Sehoon Kim, Sheng Shen, Thanakul Wattanawong

arxiv:2403.15042 v2 · 2024-03-22 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6NTYE7PRHYFMDMDUBSF4LQJDH5}

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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

Receipt and verification
First computed 2026-07-05T08:43:27.334512Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f367827df13e0ac1b0740c8bc5c1233f785fee6913f9a11464b947e4c850cac6

Aliases

arxiv: 2403.15042 · arxiv_version: 2403.15042v2 · doi: 10.48550/arxiv.2403.15042 · pith_short_12: 6NTYE7PRHYFM · pith_short_16: 6NTYE7PRHYFMDMDU · pith_short_8: 6NTYE7PR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6NTYE7PRHYFMDMDUBSF4LQJDH5 \
  | 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: f367827df13e0ac1b0740c8bc5c1233f785fee6913f9a11464b947e4c850cac6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5b8d7e28e9fb18f3fe717987fa7be8f9372d371bd5f66d0ab60a804cf7ab47dc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-22T08:57:07Z",
    "title_canon_sha256": "da02c7f73fa5ab1a5172a70d4504b927c9dfd47a08a234be2f09904b481af9ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.15042",
    "kind": "arxiv",
    "version": 2
  }
}