Pith Number

pith:I2432NZG

pith:2021:I2432NZGDQ64IUVEVBDEKIFJKG

not attested not anchored not stored refs pending

True Few-Shot Learning with Language Models

Douwe Kiela, Ethan Perez, Kyunghyun Cho

arxiv:2105.11447 v1 · 2021-05-24 · cs.CL · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{I2432NZGDQ64IUVEVBDEKIFJKG}

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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

5 papers in Pith

Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?

Multitask Prompted Training Enables Zero-Shot Task Generalization

Improve Mathematical Reasoning in Language Models by Automated Process Supervision

TruthfulQA: Measuring How Models Mimic Human Falsehoods

OPT: Open Pre-trained Transformer Language Models

Receipt and verification

First computed	2026-07-05T02:42:38.503393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46b9bd37261c3dc452a4a8464520a951a2c38869bc496956f3981f672e562e95

Aliases

arxiv: 2105.11447 · arxiv_version: 2105.11447v1 · doi: 10.48550/arxiv.2105.11447 · pith_short_12: I2432NZGDQ64 · pith_short_16: I2432NZGDQ64IUVE · pith_short_8: I2432NZG

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/I2432NZGDQ64IUVEVBDEKIFJKG \
  | 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: 46b9bd37261c3dc452a4a8464520a951a2c38869bc496956f3981f672e562e95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b69039803ced6479eab9427ad2f4d357e5c00fc4f6bf8172b84d7f7656daac9a",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-05-24T17:55:51Z",
    "title_canon_sha256": "2a20383752954009624d58367352df331e62f890827c466bb908849651ebaede"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.11447",
    "kind": "arxiv",
    "version": 1
  }
}