Pith Number

pith:NACBXNL3

pith:2024:NACBXNL34U36WBVFAYSZYKRVVL

not attested not anchored not stored refs pending

Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding

Chris Biemann, Jingheng Pan, Liang Ding, Xintong Wang

arxiv:2403.18715 v2 · 2024-03-27 · cs.CV · cs.AI · cs.CL · cs.MM

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\usepackage{pith}
\pithnumber{NACBXNL34U36WBVFAYSZYKRVVL}

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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

16 papers in Pith

Dismantling Pathological Shortcuts: A Causal Framework for Faithful LVLM Decoding

Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation

Detecting and Evaluating Medical Hallucinations in Large Vision Language Models

A Survey on Foundation Models for Personalized Federated Intelligence

Receipt and verification

First computed	2026-07-05T08:27:47.807193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68041bb57be537eb06a506259c2a35aac19fa23f5b104cfcd206406c681be2a7

Aliases

arxiv: 2403.18715 · arxiv_version: 2403.18715v2 · doi: 10.48550/arxiv.2403.18715 · pith_short_12: NACBXNL34U36 · pith_short_16: NACBXNL34U36WBVF · pith_short_8: NACBXNL3

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/NACBXNL34U36WBVFAYSZYKRVVL \
  | 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: 68041bb57be537eb06a506259c2a35aac19fa23f5b104cfcd206406c681be2a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71a84c1183faaf457590ed95a66219bc8cd3ed9f61cca1263b92c82b837c14c4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.MM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-27T16:04:47Z",
    "title_canon_sha256": "f62fcb60b61136d2fd091960b0a7c4f15ac9921ab79f97e5c6f1e240a2b57090"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.18715",
    "kind": "arxiv",
    "version": 2
  }
}