Pith Number

pith:U4QCKXJF

pith:2025:U4QCKXJFQT35IAFVW7WD5YPL4V

not attested not anchored not stored refs pending

ISO-Bench: Benchmarking Multimodal Causal Reasoning in Visual-Language Models through Procedural Plans

Ananya Sadana, Jiawei Zhou, Yash Kumar Lal

arxiv:2507.23135 v1 · 2025-07-30 · 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{U4QCKXJFQT35IAFVW7WD5YPL4V}

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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

2 papers in Pith

Evaluating Reasoning Fidelity in Visual Text Generation

Seeing without Looking: Do Vision-Language Benchmarks Really Test Vision?

Receipt and verification

First computed	2026-07-05T11:46:06.255053Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a720255d2584f7d400b5b7ec3ee1ebe573ea398e0d119150b700a42acb7e3656

Aliases

arxiv: 2507.23135 · arxiv_version: 2507.23135v1 · doi: 10.48550/arxiv.2507.23135 · pith_short_12: U4QCKXJFQT35 · pith_short_16: U4QCKXJFQT35IAFV · pith_short_8: U4QCKXJF

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/U4QCKXJFQT35IAFVW7WD5YPL4V \
  | 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: a720255d2584f7d400b5b7ec3ee1ebe573ea398e0d119150b700a42acb7e3656

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a58a733dfaa265bc43b7d3626992a5b278a7891f84d9bb5a2e5bfafb354d933",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-30T22:30:48Z",
    "title_canon_sha256": "3a974f9733f834e69ce501fa086dba22ab160324921bc1d9992ec51fbcf46fc8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.23135",
    "kind": "arxiv",
    "version": 1
  }
}