Pith Number

pith:4P7EJVN5

pith:2023:4P7EJVN5HMABSQJLDRWT3KKA4E

not attested not anchored not stored refs pending

Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Chenhang Cui, Huaxiu Yao, James Zou, Linjun Zhang, Shirley Wu, Xinyu Yang, Yiyang Zhou

arxiv:2311.03287 v2 · 2023-11-06 · cs.LG · cs.CL · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4P7EJVN5HMABSQJLDRWT3KKA4E}

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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

MolSight: A Graph-Aware Vision-Language Model for Unified Chemical Image Understanding

What Makes LVLMs Hallucinate Less? Unveiling the Architectural Factors Behind Hallucination Robustness

A Survey on LLM-as-a-Judge

When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models

OutSafe-Bench: A Benchmark for Multimodal Offensive Content Detection in Large Language Models

Receipt and verification

First computed	2026-07-05T07:09:56.676825Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3fe44d5bd3b0019412b1c6d3da940e1372c5615b9f1318a115dfaaf155482e8

Aliases

arxiv: 2311.03287 · arxiv_version: 2311.03287v2 · doi: 10.48550/arxiv.2311.03287 · pith_short_12: 4P7EJVN5HMAB · pith_short_16: 4P7EJVN5HMABSQJL · pith_short_8: 4P7EJVN5

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/4P7EJVN5HMABSQJLDRWT3KKA4E \
  | 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: e3fe44d5bd3b0019412b1c6d3da940e1372c5615b9f1318a115dfaaf155482e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8a39b6873aff4cc478b0b7e0a4a207a3fe1b2a63a8ac00b4099df07c356b7a7",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-06T17:26:59Z",
    "title_canon_sha256": "961c8153e8fb898cf0c24249d52a39b5c69956fd788de0de0fb439b7dd7e7e05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.03287",
    "kind": "arxiv",
    "version": 2
  }
}