Pith. sign in
Pith Number

pith:ECM4SUOC

pith:2025:ECM4SUOCVNTNZY7PABBPFE24P5
not attested not anchored not stored refs pending

A Llama walks into the 'Bar': Efficient Supervised Fine-Tuning for Legal Reasoning in the Multi-state Bar Exam

Andr\'e Biedenkapp, Frank Hutter, Noor Awad, Rean Fernandes

arxiv:2504.04945 v1 · 2025-04-07 · cs.LG · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ECM4SUOCVNTNZY7PABBPFE24P5}

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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.
Receipt and verification
First computed 2026-07-05T10:45:31.817242Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2099c951c2ab66dce3ef0042f2935c7f48e665a490a66738f76f929519d7b797

Aliases

arxiv: 2504.04945 · arxiv_version: 2504.04945v1 · doi: 10.48550/arxiv.2504.04945 · pith_short_12: ECM4SUOCVNTN · pith_short_16: ECM4SUOCVNTNZY7P · pith_short_8: ECM4SUOC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ECM4SUOCVNTNZY7PABBPFE24P5 \
  | 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: 2099c951c2ab66dce3ef0042f2935c7f48e665a490a66738f76f929519d7b797
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "65f0c2d9269ae182f60946e5c27d1014fad3da42e50f19d7b33e1e2bec12b37f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-07T11:31:22Z",
    "title_canon_sha256": "2747308d62f1d10c760980c854cc90b309f5a824224ed968ec969202dbe46334"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.04945",
    "kind": "arxiv",
    "version": 1
  }
}