Pith Number

pith:23X7DKSV

pith:2023:23X7DKSVGPDUIETVEBJB37BE2X

not attested not anchored not stored refs pending

Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges

Dong Chen, Jiajia Li, Lirong Xiang, Mingle Xu, Weichao Zhuang, Xunyuan Yin, Zhaojian Li

arxiv:2308.06668 v4 · 2023-08-13 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{23X7DKSVGPDUIETVEBJB37BE2X}

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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

✓ 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

1 paper in Pith

Fine-Tuning General-Purpose Large Language Models for Agricultural Applications:A Reproducible Framework and Evaluation Protocol Based on Qwen3-8B

Receipt and verification

First computed	2026-07-05T07:56:51.291905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6eff1aa5533c744127520521dfc24d5e567d9e23567dd534968da8ab273ad35

Aliases

arxiv: 2308.06668 · arxiv_version: 2308.06668v4 · doi: 10.48550/arxiv.2308.06668 · pith_short_12: 23X7DKSVGPDU · pith_short_16: 23X7DKSVGPDUIETV · pith_short_8: 23X7DKSV

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/23X7DKSVGPDUIETVEBJB37BE2X \
  | 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: d6eff1aa5533c744127520521dfc24d5e567d9e23567dd534968da8ab273ad35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "607cf3a752554900b6b46804d3994d8b21af8c9da9a08a164ae2f049bc6c60d5",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-13T02:59:36Z",
    "title_canon_sha256": "2123c4eaaab2f72856a11c23c8935e301e709211b42c5e51f37ac6c7afcf4855"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.06668",
    "kind": "arxiv",
    "version": 4
  }
}