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Pith Number

pith:EROKCBY3

pith:2023:EROKCBY3KLZOQXCY4EPS4KZA5I
not attested not anchored not stored refs pending

OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation

Bin Wang, Conghui He, Dahua Lin, Jiaqi Wang, Nenghai Yu, Pan Zhang, Qidong Huang, Weiming Zhang, Xiaoyi Dong

arxiv:2311.17911 v3 · 2023-11-29 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{EROKCBY3KLZOQXCY4EPS4KZA5I}

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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

7 papers in Pith

Rethinking Visual Neglect: Steering via Context-Preference for MLLM Hallucination Mitigation
Aligning Modalities in Vision Large Language Models via Preference Fine-tuning
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model
A Survey on Hallucination in Large Vision-Language Models
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
Receipt and verification
First computed 2026-07-05T07:54:53.315772Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

245ca1071b52f2e85c58e11f2e2b20ea1889993deecc0d448bfacef49546fe85

Aliases

arxiv: 2311.17911 · arxiv_version: 2311.17911v3 · doi: 10.48550/arxiv.2311.17911 · pith_short_12: EROKCBY3KLZO · pith_short_16: EROKCBY3KLZOQXCY · pith_short_8: EROKCBY3
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/EROKCBY3KLZOQXCY4EPS4KZA5I \
  | 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: 245ca1071b52f2e85c58e11f2e2b20ea1889993deecc0d448bfacef49546fe85
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "a421b1673c43e8cec747c528f8bc07c79b38649dcc2377668fee6fcc6dbc8d2d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-11-29T18:57:07Z",
    "title_canon_sha256": "24af889259c81d6398a09a73161e09f6e3091d58a9dde2a38899ba1f9d822871"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.17911",
    "kind": "arxiv",
    "version": 3
  }
}