Pith Number

pith:SDGVMIGH

pith:2023:SDGVMIGH4OJACK2OFLCCXQS5KU

not attested not anchored not stored refs pending

Deficiency of Large Language Models in Finance: An Empirical Examination of Hallucination

Haoqiang Kang, Xiao-Yang Liu

arxiv:2311.15548 v1 · 2023-11-27 · cs.CL · cs.AI · cs.LG · q-fin.ST

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\usepackage{pith}
\pithnumber{SDGVMIGH4OJACK2OFLCCXQS5KU}

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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

10 papers in Pith

BALTO: Balanced Token-Level Policy Optimization for Hallucination Mitigation

OpenHalDet: A Unified Benchmark for Hallucination Detection across Diverse Generation Scenarios

Fighting Numerical Hallucinations via Data-centric Compilation for Online Financial QA

Towards Lightweight Reliability: Using Soft Prompts for Hallucination Mitigation in Large Language Models

ALDEN: Boosting Private Data Extraction from Retrieval-Augmented Generation Systems via Active Learning and Distribution Estimation

Receipt and verification

First computed	2026-07-05T07:17:05.731548Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90cd5620c7e392012b4e2ac42bc25d550de85308ce4a5a268bae62300e79c040

Aliases

arxiv: 2311.15548 · arxiv_version: 2311.15548v1 · doi: 10.48550/arxiv.2311.15548 · pith_short_12: SDGVMIGH4OJA · pith_short_16: SDGVMIGH4OJACK2O · pith_short_8: SDGVMIGH

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/SDGVMIGH4OJACK2OFLCCXQS5KU \
  | 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: 90cd5620c7e392012b4e2ac42bc25d550de85308ce4a5a268bae62300e79c040

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43158b86d869d11dec67a0cc27a70a5ff145abd3ead8c0b49b88a70db1a1b168",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "q-fin.ST"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-27T05:27:13Z",
    "title_canon_sha256": "a9a0abf421b643a038089298d14824675f468be0783782ed178102538cd85692"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.15548",
    "kind": "arxiv",
    "version": 1
  }
}