Pith Number

pith:6UWFNICG

pith:2024:6UWFNICGVXZ6O3DW2WW6VOJTUA

not attested not anchored not stored refs pending

Fine-Tuned 'Small' LLMs (Still) Significantly Outperform Zero-Shot Generative AI Models in Text Classification

Marco Martini, Martin Juan Jos\'e Bucher

arxiv:2406.08660 v2 · 2024-06-12 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{6UWFNICGVXZ6O3DW2WW6VOJTUA}

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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

10 papers in Pith

Comparing BERT Sentence-Pair Classification and Few-Shot LLM Prompting for Detecting Threat and Solution Framing in German Climate News

Text-Driven 3D Indoor Scene Synthesis in Non-Manhattan Environments

Fine-tuning Multi-modal LLMs with ART: Art-based Reinforcement Training

AnnotateThis: Analyzing a human-LLM system for annotating social media data with the concept of climate change mitigation pessimism

Supervision versus Demonstration-Based In-Context Learning for Multiword Expression Classification

Receipt and verification

First computed	2026-07-05T08:56:05.213324Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f52c56a046adf3e76c76d5adeab933a03512f24542f0bd26ac59a4f2999a0aea

Aliases

arxiv: 2406.08660 · arxiv_version: 2406.08660v2 · doi: 10.48550/arxiv.2406.08660 · pith_short_12: 6UWFNICGVXZ6 · pith_short_16: 6UWFNICGVXZ6O3DW · pith_short_8: 6UWFNICG

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/6UWFNICGVXZ6O3DW2WW6VOJTUA \
  | 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: f52c56a046adf3e76c76d5adeab933a03512f24542f0bd26ac59a4f2999a0aea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6faf2a7867d778c1bec95679ca6037e12d094eb6068e164c81af0715f3d655d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-12T21:46:13Z",
    "title_canon_sha256": "dce087072db83dac797e49f02f3e42f85dcb0a32d8fa1052eb11372efcc4b829"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.08660",
    "kind": "arxiv",
    "version": 2
  }
}