Pith Number

pith:D24PM5SG

pith:2024:D24PM5SGJWFSWBHZT73OM7RKXX

not attested not anchored not stored refs pending

CoCoT: Contrastive Chain-of-Thought Prompting for Large Multimodal Models with Multiple Image Inputs

Daoan Zhang, Hanjia Lyu, Jiebo Luo, Junming Yang, Mingkai Chen, Yuan Yao, Zijian Jin

arxiv:2401.02582 v1 · 2024-01-05 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{D24PM5SGJWFSWBHZT73OM7RKXX}

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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

Test-Time Matching: Unlocking Compositional Reasoning in Multimodal Models

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T07:30:27.664806Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1eb8f676464d8b2b04f99ff6e67e2abdd1d1432b99e42cc90f0b97a6c36e9699

Aliases

arxiv: 2401.02582 · arxiv_version: 2401.02582v1 · doi: 10.48550/arxiv.2401.02582 · pith_short_12: D24PM5SGJWFS · pith_short_16: D24PM5SGJWFSWBHZ · pith_short_8: D24PM5SG

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/D24PM5SGJWFSWBHZT73OM7RKXX \
  | 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: 1eb8f676464d8b2b04f99ff6e67e2abdd1d1432b99e42cc90f0b97a6c36e9699

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81b9cd4e700d93dc89a4b45ca3887f9d175fb735ef27e877706b648260ce230b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-05T00:26:07Z",
    "title_canon_sha256": "b12d6fc78142f0e11446be0fd55cc6e84fcda1a039d68a389b047a2ccebc9459"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02582",
    "kind": "arxiv",
    "version": 1
  }
}