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Pith Number

pith:ZPESEEWX

pith:2024:ZPESEEWXE6CXIU53C4RGKE34G4
not attested not anchored not stored refs pending

RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture

Angels Balaguer, Bruno Silva, Daniel Holstein, Jennifer Marsman, Leonardo O. Nunes, Morris Sharp, Nick Mecklenburg, Rafael Padilha, Ranveer Chandra, Renato Luiz de Freitas Cunha, Roberto de M. Estev\~ao Filho, Sara Malvar, Swati Sharma, Todd Hendry, Vijay Aski, Vinamra Benara

arxiv:2401.08406 v3 · 2024-01-16 · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{ZPESEEWXE6CXIU53C4RGKE34G4}

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

7 papers in Pith

CultivAgents: Cultivating Relationship-Centered Multi-Agent Systems for Personalized Gardening
Document Retrieval Augmented Fine-Tuning (DRAFT) for safety-critical software assessments
CARD: Cluster-level Adaptation with Reward-guided Decoding for Personalized Text Generation
A Survey on Large Language Models for Code Generation
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
Receipt and verification
First computed 2026-07-05T07:39:12.766332Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cbc92212d727857453bb172265137c3711d0a31ccd48076cd3bd18d40917dc47

Aliases

arxiv: 2401.08406 · arxiv_version: 2401.08406v3 · doi: 10.48550/arxiv.2401.08406 · pith_short_12: ZPESEEWXE6CX · pith_short_16: ZPESEEWXE6CXIU53 · pith_short_8: ZPESEEWX
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/ZPESEEWXE6CXIU53C4RGKE34G4 \
  | 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: cbc92212d727857453bb172265137c3711d0a31ccd48076cd3bd18d40917dc47
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "960ebbf36ac171b15245ac4d8c7d51d2b5741af4c46b1d1fa3be55914ddd30dc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-16T14:44:47Z",
    "title_canon_sha256": "108e10b3209299e325c87a75c3d86aa8b7e35b96b92244905a0bb098dec44367"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08406",
    "kind": "arxiv",
    "version": 3
  }
}