Pith Number

pith:VFO26MT6

pith:2024:VFO26MT66XDL65WPLWEZL54DY7

not attested not anchored not stored refs pending

Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models

Jie Zhou, Jiwen Lu, Yongming Rao, Yuhao Dong, Zuyan Liu

arxiv:2403.12966 v2 · 2024-03-19 · cs.CV

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\usepackage{pith}
\pithnumber{VFO26MT66XDL65WPLWEZL54DY7}

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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

11 papers in Pith

ActiveScope: Actively Seeking and Correcting Perception for MLLMs

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

An LMM for Precisely Grounding Elements in Documents

MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning

Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning

Receipt and verification

First computed	2026-07-05T07:59:05.944442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a95daf327ef5c6bf76cf5d8995f783c7e5f8a3171aa89ded7ad3eb1b460a4523

Aliases

arxiv: 2403.12966 · arxiv_version: 2403.12966v2 · doi: 10.48550/arxiv.2403.12966 · pith_short_12: VFO26MT66XDL · pith_short_16: VFO26MT66XDL65WP · pith_short_8: VFO26MT6

Agent API

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/VFO26MT66XDL65WPLWEZL54DY7 \
  | 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: a95daf327ef5c6bf76cf5d8995f783c7e5f8a3171aa89ded7ad3eb1b460a4523

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "300282cb6eff63025fc04ff8e7813928977552826f9ea1c8e0287e5ffa951e95",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-19T17:59:52Z",
    "title_canon_sha256": "4f9050a2929be8ccfb5b84ccf4ad2decc4853b03b7bc6882fd8cf1dd1c3cbc23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.12966",
    "kind": "arxiv",
    "version": 2
  }
}