Pith Number

pith:YNRMMOG7

pith:2023:YNRMMOG7DITDKL76A3FLUGRPTA

not attested not anchored not stored refs pending

Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training

Albert Y.S. Lam, Haode Zhang, Haowen Liang, Liming Zhan, Xiao-Ming Wu

arxiv:2306.05278 v2 · 2023-06-08 · cs.CL

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\usepackage{pith}
\pithnumber{YNRMMOG7DITDKL76A3FLUGRPTA}

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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

Dynamic Label Name Refinement for Few-Shot Dialogue Intent Classification

Receipt and verification

First computed	2026-07-05T09:06:53.906402Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c362c638df1a26352ffe06caba1a2f9805732de7db09fdc4a80f8ca4eb04110e

Aliases

arxiv: 2306.05278 · arxiv_version: 2306.05278v2 · doi: 10.48550/arxiv.2306.05278 · pith_short_12: YNRMMOG7DITD · pith_short_16: YNRMMOG7DITDKL76 · pith_short_8: YNRMMOG7

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/YNRMMOG7DITDKL76A3FLUGRPTA \
  | 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: c362c638df1a26352ffe06caba1a2f9805732de7db09fdc4a80f8ca4eb04110e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42acfffd902cb2baa37cdf7c5e44895db7495d82e39f54becd1f5e5194d6503a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-08T15:26:52Z",
    "title_canon_sha256": "b46a711142b4c5edca18dd8725a072df820b633315e6b68a76bb503c69238e8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05278",
    "kind": "arxiv",
    "version": 2
  }
}