Pith Number

pith:QEREYWCS

pith:2025:QEREYWCSR3OUYBNVO34L4CMTCZ

not attested not anchored not stored refs pending

Can Large Multimodal Models Understand Agricultural Scenes? Benchmarking with AgroMind

Haohuan Fu, Henglian Huang, Jianxi Huang, Jiarui Zhang, Juepeng Zheng, Qingmei Li, Shuohong Lou, Weijia Li, Yang Zhang, Yibin Wen, Yuhang Chen, Zhiwei Zhang, Zurong Mai

arxiv:2505.12207 v3 · 2025-05-18 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QEREYWCSR3OUYBNVO34L4CMTCZ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

VertiCue-Bench: Diagnosing Whether MLLMs Use Height Cues to Resolve 2D Ambiguity in Remote Sensing Natural Scenes

AgroTools: A Benchmark for Tool-Augmented Multimodal Agents in Agriculture

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

HM-Bench: A Comprehensive Benchmark for Multimodal Large Language Models in Hyperspectral Remote Sensing

Receipt and verification

First computed	2026-07-05T11:53:03.031567Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81224c58528edd4c05b576f8be099316548638c37158bc14513ad7fbc1518d8b

Aliases

arxiv: 2505.12207 · arxiv_version: 2505.12207v3 · doi: 10.48550/arxiv.2505.12207 · pith_short_12: QEREYWCSR3OU · pith_short_16: QEREYWCSR3OUYBNV · pith_short_8: QEREYWCS

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/QEREYWCSR3OUYBNVO34L4CMTCZ \
  | 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: 81224c58528edd4c05b576f8be099316548638c37158bc14513ad7fbc1518d8b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7ac5c181a11e5041526301afef06bdc39cb317c3ef037084008102962bab060",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-18T02:45:19Z",
    "title_canon_sha256": "af2230de5c523e71ac59116fb2bd447abe6bbc13cb1e11f96d11ba477f4b602a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12207",
    "kind": "arxiv",
    "version": 3
  }
}