Pith Number

pith:ETPXKQOG

pith:2023:ETPXKQOGYXZ7KNH63ZY44A5PLC

not attested not anchored not stored refs pending

Mitigating Hallucination in Visual Language Models with Visual Supervision

Chaoyang Zhao, Jinqiao Wang, Ming Tang, Yousong Zhu, Yufei Zhan, Zhaowen Li, Zhiyang Chen

arxiv:2311.16479 v1 · 2023-11-27 · cs.CV

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\usepackage{pith}
\pithnumber{ETPXKQOGYXZ7KNH63ZY44A5PLC}

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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

4 papers in Pith

See Only When Needed: Context-Aware Attention Intervention for Mitigating Hallucinations in LVLMs

DV-SFT: Direct Vision Supervision for Fine-Grained Visual Understanding

MM-Snowball: Evaluating and Mitigating Hallucination Snowballing in Multimodal Multi-Turn Dialogue

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T07:17:42.406784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24df7541c6c5f3f534fede71ce03af58a4d2cc34462b9e986764d784881e5062

Aliases

arxiv: 2311.16479 · arxiv_version: 2311.16479v1 · doi: 10.48550/arxiv.2311.16479 · pith_short_12: ETPXKQOGYXZ7 · pith_short_16: ETPXKQOGYXZ7KNH6 · pith_short_8: ETPXKQOG

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/ETPXKQOGYXZ7KNH63ZY44A5PLC \
  | 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: 24df7541c6c5f3f534fede71ce03af58a4d2cc34462b9e986764d784881e5062

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1fa837aba893519237d77a299e2b3dbc5815580c02cd8312991128b382e58bea",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-11-27T09:30:02Z",
    "title_canon_sha256": "ef6ef03795b323de41818da7ccef49be86fa39d4c18e4588f3a93e65d103747c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.16479",
    "kind": "arxiv",
    "version": 1
  }
}