Pith Number

pith:AG6XBWED

pith:2023:AG6XBWEDBT4KL6NBGJ32YPAMN2

not attested not anchored not stored refs pending

Negative Object Presence Evaluation (NOPE) to Measure Object Hallucination in Vision-Language Models

Holy Lovenia, Pascale Fung, Samuel Cahyawijaya, Wenliang Dai, Ziwei Ji

arxiv:2310.05338 v2 · 2023-10-09 · cs.CV · cs.CL

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\usepackage{pith}
\pithnumber{AG6XBWEDBT4KL6NBGJ32YPAMN2}

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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

5 papers in Pith

MIRAGE: A Polarity-Flipping Encoding Subspace in LLM Agents

MHSA: A Lightweight Framework for Mitigating Hallucinations via Steered Attention in LVLMs

A Survey on Hallucination in Large Vision-Language Models

A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Hallucination of Multimodal Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T08:54:44.402430Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01bd70d8830cf8a5f9a13277ac3c0c6e800209e14ca2e15d7c83e0d4d1a9f6bb

Aliases

arxiv: 2310.05338 · arxiv_version: 2310.05338v2 · doi: 10.48550/arxiv.2310.05338 · pith_short_12: AG6XBWEDBT4K · pith_short_16: AG6XBWEDBT4KL6NB · pith_short_8: AG6XBWED

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/AG6XBWEDBT4KL6NBGJ32YPAMN2 \
  | 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: 01bd70d8830cf8a5f9a13277ac3c0c6e800209e14ca2e15d7c83e0d4d1a9f6bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "993b177eecc3d5aeb0bd0db4d89482ea9c1e19622fcd5c0456f8788b731b0c09",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-10-09T01:52:27Z",
    "title_canon_sha256": "d791e7dca9b64e64d47e243ff6277a72307af90aa79b61663ee215b5e15bf337"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05338",
    "kind": "arxiv",
    "version": 2
  }
}