Pith Number

pith:MAPILGCW

pith:2022:MAPILGCW67JEPWJC7FEE4KZZ7L

not attested not anchored not stored refs pending

Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations

Hwiyeol Jo, Hyuhng Joon Kim, Hyunsoo Cho, Junyeob Kim, Kang Min Yoo, Sang-goo Lee, Sang-Woo Lee, Taeuk Kim

arxiv:2205.12685 v2 · 2022-05-25 · cs.CL · cs.AI · 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{MAPILGCW67JEPWJC7FEE4KZZ7L}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

The Prompt Engineering Report Distilled: Quick Start Guide for Life Sciences

Discovering Latent Knowledge in Language Models Without Supervision

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

Receipt and verification

First computed	2026-07-05T05:09:44.087895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

601e859856f7d247d922f9484e2b39fadf0d4a4ce48acb4e574a4fe29943334e

Aliases

arxiv: 2205.12685 · arxiv_version: 2205.12685v2 · doi: 10.48550/arxiv.2205.12685 · pith_short_12: MAPILGCW67JE · pith_short_16: MAPILGCW67JEPWJC · pith_short_8: MAPILGCW

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/MAPILGCW67JEPWJC7FEE4KZZ7L \
  | 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: 601e859856f7d247d922f9484e2b39fadf0d4a4ce48acb4e574a4fe29943334e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6907485ec723c9f6e8c951fe66116f09ee889d7dad4049d80f461f82fb04d84a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-05-25T11:45:14Z",
    "title_canon_sha256": "f953f98f5a90f7c4beb6b9762e9353cdf368ee79f2b34de7f1ef4354d5d49b9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.12685",
    "kind": "arxiv",
    "version": 2
  }
}