Pith Number

pith:Q4PSLOML

pith:2023:Q4PSLOMLRUR76N5CFCDKDS25NQ

not attested not anchored not stored refs pending

$k$NN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference

Benfeng Xu, Qiaoqiao She, Quan Wang, Yajuan Lyu, Yongdong Zhang, Zhendong Mao

arxiv:2303.13824 v1 · 2023-03-24 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{Q4PSLOMLRUR76N5CFCDKDS25NQ}

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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

Nearest-Neighbor Radii under Dependent Sampling

Receipt and verification

First computed	2026-07-05T05:54:20.348616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

871f25b98b8d23ff37a22886a1cb5d6c0c7d8919ed230e6e533a0d982eb827de

Aliases

arxiv: 2303.13824 · arxiv_version: 2303.13824v1 · doi: 10.48550/arxiv.2303.13824 · pith_short_12: Q4PSLOMLRUR7 · pith_short_16: Q4PSLOMLRUR76N5C · pith_short_8: Q4PSLOML

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/Q4PSLOMLRUR76N5CFCDKDS25NQ \
  | 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: 871f25b98b8d23ff37a22886a1cb5d6c0c7d8919ed230e6e533a0d982eb827de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe412689f0541eeeac8896c5ee649ae22cc4077b628a23115e205b3abc7d77fb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-24T06:16:29Z",
    "title_canon_sha256": "0e238cce57200cac9220fbeeb1428e672690275af6323c60961e8efdf35a63b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.13824",
    "kind": "arxiv",
    "version": 1
  }
}