Pith Number

pith:DU7IA4V7

pith:2024:DU7IA4V7JTWP2MRZTBD7NJTMP7

not attested not anchored not stored refs pending

How Easy is It to Fool Your Multimodal LLMs? An Empirical Analysis on Deceptive Prompts

Haotian Zhang, Yinfei Yang, Yusu Qian, Zhe Gan

arxiv:2402.13220 v2 · 2024-02-20 · cs.CV · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DU7IA4V7JTWP2MRZTBD7NJTMP7}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

MLLMs Get It Right, Then Get It Wrong: Tracing and Correcting Late-Layer Textual Bias

MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs

Receipt and verification

First computed	2026-07-05T08:47:11.269446Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d3e8072bf4cecfd32399847f6a66c7feed612f8317efae45e03484eb1190250

Aliases

arxiv: 2402.13220 · arxiv_version: 2402.13220v2 · doi: 10.48550/arxiv.2402.13220 · pith_short_12: DU7IA4V7JTWP · pith_short_16: DU7IA4V7JTWP2MRZ · pith_short_8: DU7IA4V7

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/DU7IA4V7JTWP2MRZTBD7NJTMP7 \
  | 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: 1d3e8072bf4cecfd32399847f6a66c7feed612f8317efae45e03484eb1190250

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc3a8481b8cfb3d34e8459244b00aacbb7a35bbe7362ed2c89f1a79873c971f7",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-20T18:31:27Z",
    "title_canon_sha256": "6dc9412b02bd8d921eec9ee5f40d47d6087aef10bbffe98f41980aabe3849906"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13220",
    "kind": "arxiv",
    "version": 2
  }
}