Pith Number

pith:UD5SH2FV

pith:2025:UD5SH2FVX5P6F4ZCVYEOI3ZD4X

not attested not anchored not stored refs pending

MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Bihui Yu, Fan Yang, Hao Liang, Jingxuan Wei, Linzhuang Sun, Tianpeng Li, Wentao Zhang, Zenan Zhou

arxiv:2502.13383 v1 · 2025-02-19 · cs.CL · cs.CV · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UD5SH2FVX5P6F4ZCVYEOI3ZD4X}

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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

7 papers in Pith

A Nash Equilibrium Framework For Training-Free Multimodal Step Verification

Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework

OmniDrive-R1: Reinforcement-driven Interleaved Multi-modal Chain-of-Thought for Trustworthy Vision-Language Autonomous Driving

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Think Twice, Act Once: Verifier-Guided Action Selection For Embodied Agents

Receipt and verification

First computed	2026-07-05T10:16:46.388522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0fb23e8b5bf5fe2f322ae08e46f23e5d14b5c1128738b8857750fb6a8ef87b4

Aliases

arxiv: 2502.13383 · arxiv_version: 2502.13383v1 · doi: 10.48550/arxiv.2502.13383 · pith_short_12: UD5SH2FVX5P6 · pith_short_16: UD5SH2FVX5P6F4ZC · pith_short_8: UD5SH2FV

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/UD5SH2FVX5P6F4ZCVYEOI3ZD4X \
  | 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: a0fb23e8b5bf5fe2f322ae08e46f23e5d14b5c1128738b8857750fb6a8ef87b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f04951e8b25e9f23d178225a6e2be2408ba2339f8b0e80b1173fe068607f19d9",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-19T02:46:52Z",
    "title_canon_sha256": "05f120f0b4e2e994402c7808ce52381082aeafd82e0607f468881e81e13a921c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13383",
    "kind": "arxiv",
    "version": 1
  }
}