Pith Number

pith:MIUIVO5A

pith:2021:MIUIVO5AWTIDOZNMK3VSAUCGYJ

not attested not anchored not stored refs pending

Calibrate Before Use: Improving Few-Shot Performance of Language Models

Dan Klein, Eric Wallace, Sameer Singh, Shi Feng, Tony Z. Zhao

arxiv:2102.09690 v2 · 2021-02-19 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MIUIVO5AWTIDOZNMK3VSAUCGYJ}

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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

14 papers in Pith

PRIME: Evaluating Prompt Resolution Under Incompatible Instructions in LLMs

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

AMEL: Accumulated Message Effects on LLM Judgments

The Tokenizer Tax Across 25 European Languages: Domain Invariance, Cross-Lingual Few-Shot Effects, and the Ukrainian Penalty

UA-Legal-Bench: A Benchmark for Evaluating Large Language Models on Ukrainian Legal Reasoning

Receipt and verification

First computed	2026-07-05T02:48:21.549626Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62288abba0b4d03765ac56eb205046c25553ea8d8d5b9567b9a3589061e66dd0

Aliases

arxiv: 2102.09690 · arxiv_version: 2102.09690v2 · doi: 10.48550/arxiv.2102.09690 · pith_short_12: MIUIVO5AWTID · pith_short_16: MIUIVO5AWTIDOZNM · pith_short_8: MIUIVO5A

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/MIUIVO5AWTIDOZNMK3VSAUCGYJ \
  | 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: 62288abba0b4d03765ac56eb205046c25553ea8d8d5b9567b9a3589061e66dd0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cee955a412abad581b0fe9ed38f22052422219d4c60092ba564b1aa63cc6dacb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-02-19T00:23:59Z",
    "title_canon_sha256": "32c37c263561c589f8d9e8d801b07f170484345774156101bb83ffc30f974ace"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.09690",
    "kind": "arxiv",
    "version": 2
  }
}