Pith Number

pith:6J3FMEQS

pith:2022:6J3FMEQSXDJU5TYJ2V4NOWJJKX

not attested not anchored not stored refs pending

Data-Efficient Finetuning Using Cross-Task Nearest Neighbors

Hamish Ivison, Hannaneh Hajishirzi, Noah A. Smith, Pradeep Dasigi

arxiv:2212.00196 v2 · 2022-12-01 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6J3FMEQSXDJU5TYJ2V4NOWJJKX}

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

1 paper in Pith

Unified Data Selection for LLM Reasoning

Receipt and verification

First computed	2026-07-05T06:13:37.501083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f276561212b8d34ecf09d578d7592955ee36d56055ba11cd486708cbb19dfffe

Aliases

arxiv: 2212.00196 · arxiv_version: 2212.00196v2 · doi: 10.48550/arxiv.2212.00196 · pith_short_12: 6J3FMEQSXDJU · pith_short_16: 6J3FMEQSXDJU5TYJ · pith_short_8: 6J3FMEQS

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/6J3FMEQSXDJU5TYJ2V4NOWJJKX \
  | 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: f276561212b8d34ecf09d578d7592955ee36d56055ba11cd486708cbb19dfffe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e5f9adb527fa69411a723b0e074f9ac151e2405c87f58c0a013a58ce05c2fbc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-01T00:53:04Z",
    "title_canon_sha256": "cb7624d13109dc3edffd4d10a2aead797fe2fa7fba021394da7520a8d24f63d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.00196",
    "kind": "arxiv",
    "version": 2
  }
}