Pith Number

pith:WD33P4DT

pith:2025:WD33P4DTU2JOO62UOULYF62L53

not attested not anchored not stored refs pending

Towards Robust Few-Shot Text Classification Using Transformer Architectures and Dual Loss Strategies

Hongye Zheng, Junliang Du, Weiqiang Huang, Xu Han, Yumeng Sun

arxiv:2505.06145 v1 · 2025-05-09 · 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{WD33P4DTU2JOO62UOULYF62L53}

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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

1 paper in Pith

From Research Question to Scientific Workflow: Leveraging Agentic AI for Science Automation

Receipt and verification

First computed	2026-07-05T11:00:54.646399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0f7b7f073a692e77b54751782fb4beedeab002a9c7dad16e49216b998011171

Aliases

arxiv: 2505.06145 · arxiv_version: 2505.06145v1 · doi: 10.48550/arxiv.2505.06145 · pith_short_12: WD33P4DTU2JO · pith_short_16: WD33P4DTU2JOO62U · pith_short_8: WD33P4DT

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/WD33P4DTU2JOO62UOULYF62L53 \
  | 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: b0f7b7f073a692e77b54751782fb4beedeab002a9c7dad16e49216b998011171

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad08eb041d6a1db3d3ef86a27c3a250b8fc2f6d826618489955d7b8d6a7d956d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-09T15:54:08Z",
    "title_canon_sha256": "2182b915679ee30c70cf206d7d5174505d6c8817479c4f9a381d73fe0eb79d0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06145",
    "kind": "arxiv",
    "version": 1
  }
}