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Pith Number

pith:F6CT34US

pith:2024:F6CT34USJV3HUF5MENQO4OHWM5
not attested not anchored not stored refs pending

Fine-Tuning and Evaluating Open-Source Large Language Models for the Army Domain

Daniel C. Ruiz, John Sell

arxiv:2410.20297 v1 · 2024-10-27 · cs.CL · cs.AI · cs.LG · cs.NE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{F6CT34USJV3HUF5MENQO4OHWM5}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T09:26:42.524401Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2f853df2924d767a17ac2360ee38f667575b9f32434f0e63b07e247c0560b5ea

Aliases

arxiv: 2410.20297 · arxiv_version: 2410.20297v1 · doi: 10.48550/arxiv.2410.20297 · pith_short_12: F6CT34USJV3H · pith_short_16: F6CT34USJV3HUF5M · pith_short_8: F6CT34US
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/F6CT34USJV3HUF5MENQO4OHWM5 \
  | 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: 2f853df2924d767a17ac2360ee38f667575b9f32434f0e63b07e247c0560b5ea
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5e9d4d754ffd268b5fa75b2965baf928e857765bf2f45c9cd31011c85b02959b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-27T00:39:24Z",
    "title_canon_sha256": "f135ef045a61a77a3942daf9fa9d7c3c73533adfa8c10ce075ad076cd87a3d4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20297",
    "kind": "arxiv",
    "version": 1
  }
}