Pith Number

pith:Q2EG34XD

pith:2025:Q2EG34XDPKEKK2UA5E6XB6OFH3

not attested not anchored not stored refs pending

MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency

Bo Zhang, Chaoyou Fu, Claire Guo, Dongzhi Jiang, Hongsheng Li, Jianhan Jin, Liuhui Wang, Peng Gao, Renrui Zhang, Shen Yan, Xinyan Chen, Yanwei Li, Yu Qi, Ziyu Guo

arxiv:2502.09621 v1 · 2025-02-13 · cs.CV · cs.AI · 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{Q2EG34XDPKEKK2UA5E6XB6OFH3}

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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

11 papers in Pith

OpenCoF: Learning to Reason Through Video Generation

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning

Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs

AgroCoT: A Chain-of-Thought Benchmark for Evaluating Reasoning in Vision-Language Models for Agriculture

Are Tools Always Beneficial? Learning to Invoke Tools Adaptively for Dual-Mode Multimodal LLM Reasoning

Receipt and verification

First computed	2026-07-05T10:14:00.210141Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86886df2e37a88a56a80e93d70f9c53ec48dc0626b4dd402fe1e312a6aa2d17b

Aliases

arxiv: 2502.09621 · arxiv_version: 2502.09621v1 · doi: 10.48550/arxiv.2502.09621 · pith_short_12: Q2EG34XDPKEK · pith_short_16: Q2EG34XDPKEKK2UA · pith_short_8: Q2EG34XD

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/Q2EG34XDPKEKK2UA5E6XB6OFH3 \
  | 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: 86886df2e37a88a56a80e93d70f9c53ec48dc0626b4dd402fe1e312a6aa2d17b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6632635be071697663c56fb2d391974e1ae7e03f782feaed1eb105e55dc39c9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-13T18:59:46Z",
    "title_canon_sha256": "2f7240673bcca6f01c5263835667984f66000c630daada6d9d227d6565c970af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09621",
    "kind": "arxiv",
    "version": 1
  }
}