Pith Number

pith:TQLEAYAC

pith:2024:TQLEAYACLJ7LOSWBB4PAJ6NPGM

not attested not anchored not stored refs pending

Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning

Bohan Zhai, Haiteng Zhao, Hongxia Yang, Jianbo Yuan, Quanzeng You, Wentao Chen, Xiaotian Han, Xudong Lin, Yiqi Wang, Yongfei Liu

arxiv:2401.06805 v2 · 2024-01-10 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{TQLEAYACLJ7LOSWBB4PAJ6NPGM}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

19 papers in Pith

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning

Investigating Adversarial Robustness of Multi-modal Large Language Models

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning

Mags-RL: Wearing Multimodal LLMs a Magnifying Glass via Agentic Reinforcement Learning For Complex Scene Reasoning

ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection

Receipt and verification

First computed	2026-07-05T07:34:54.476515Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c164060025a7eb74ac10f1e04f9af3338e8ec526cd381662b5a5b22e9539f6e

Aliases

arxiv: 2401.06805 · arxiv_version: 2401.06805v2 · doi: 10.48550/arxiv.2401.06805 · pith_short_12: TQLEAYACLJ7L · pith_short_16: TQLEAYACLJ7LOSWB · pith_short_8: TQLEAYAC

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/TQLEAYACLJ7LOSWBB4PAJ6NPGM \
  | 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: 9c164060025a7eb74ac10f1e04f9af3338e8ec526cd381662b5a5b22e9539f6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6555139be3889ae2b391bbf204fe082609454feb4cc4ff3eea447a824b50501",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-10T15:29:21Z",
    "title_canon_sha256": "ec1d92ddbe6e8560e8e61f9b218f06fa18d3967caa595b2d1f92387368c7547d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.06805",
    "kind": "arxiv",
    "version": 2
  }
}