Pith Number

pith:P3RYV5VC

pith:2025:P3RYV5VCGDVYSZWQHTFYJSWTAC

not attested not anchored not stored refs pending

MSTS: A Multimodal Safety Test Suite for Vision-Language Models

Alicia Parrish, Anastassia Shaitarova, Andrea Zugarini, Bertie Vidgen, Chiara Di Bonaventura, Dirk Hovy, Donya Rooein, Felix Friedrich, Flor Miriam Plaza-del-Arco, Gaia El Khoury Geagea, Giuseppe Attanasio, Janis Goldzycher, Jieun Han, Paloma Jereti\v{c}, Patrick Schramowski, Paul R\"ottger, Richard Willats, Rishabh Bhardwaj, Roman Eng, Seogyeong Jeong, Sujata Goswami, Xudong Shen

arxiv:2501.10057 v1 · 2025-01-17 · 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{P3RYV5VCGDVYSZWQHTFYJSWTAC}

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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

Pluralis v0.1: Towards a Multicultural, Multimodal, Multilingual Benchmark for AI Risk and Reliability

RedVox: Safety and Fairness Gaps in Speech Models Across Languages

No Safe Dose: How Training Data Drives Unsafe Image Generation

RuleSafe-VL: Evaluating Rule-Conditioned Decision Reasoning in Vision-Language Content Moderation

Receipt and verification

First computed	2026-07-05T10:02:15.988707Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ee38af6a230eb8966d03ccb84cad300b4e45ef792f46c1e2699334331d27b7d

Aliases

arxiv: 2501.10057 · arxiv_version: 2501.10057v1 · doi: 10.48550/arxiv.2501.10057 · pith_short_12: P3RYV5VCGDVY · pith_short_16: P3RYV5VCGDVYSZWQ · pith_short_8: P3RYV5VC

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/P3RYV5VCGDVYSZWQHTFYJSWTAC \
  | 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: 7ee38af6a230eb8966d03ccb84cad300b4e45ef792f46c1e2699334331d27b7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac2e4f36340adcf275e51582f8b019057537c9bf5fddbeb31439d8fa0456ac9f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-17T09:22:35Z",
    "title_canon_sha256": "99316fa4d1c9ab668b9aeae86a03c7ea9456b48a19adbe5e17d413ce80f2b077"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.10057",
    "kind": "arxiv",
    "version": 1
  }
}