Pith Number

pith:H2RKB7JI

pith:2025:H2RKB7JIH46DKCHKTBGRZRK363

not attested not anchored not stored refs pending

Fine-tuning Large Language Models for Improving Factuality in Legal Question Answering

Fei Wu, Kun Kuang, Leilei Gan, Wenyi Xiao, Yinghao Hu

arxiv:2501.06521 v1 · 2025-01-11 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H2RKB7JIH46DKCHKTBGRZRK363}

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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

Evaluating LLM-based Approaches to Legal Citation Prediction: Domain-specific Pre-training, Fine-tuning, or RAG? A Benchmark and an Australian Law Case Study

Receipt and verification

First computed	2026-07-05T10:00:04.671099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ea2a0fd283f3c3508ea984d1cc55bf6e55dcd2d1f9d8f3e3e191fd6dc48a38d

Aliases

arxiv: 2501.06521 · arxiv_version: 2501.06521v1 · doi: 10.48550/arxiv.2501.06521 · pith_short_12: H2RKB7JIH46D · pith_short_16: H2RKB7JIH46DKCHK · pith_short_8: H2RKB7JI

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/H2RKB7JIH46DKCHKTBGRZRK363 \
  | 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: 3ea2a0fd283f3c3508ea984d1cc55bf6e55dcd2d1f9d8f3e3e191fd6dc48a38d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56757f50a3eadbcd19b8598031cf0d4f7a4f05443a12de998301b421b59a6d53",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-11T12:08:15Z",
    "title_canon_sha256": "d843c98769656f6d0b9857b6691ee8bd75645febc863b5d2780528166f9f27a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.06521",
    "kind": "arxiv",
    "version": 1
  }
}