Pith Number

pith:ZBWLZWWX

pith:2022:ZBWLZWWXXZXIZPXSRFWPXRG3XW

not attested not anchored not stored refs pending

Rethinking the Role of Scale for In-Context Learning: An Interpretability-based Case Study at 66 Billion Scale

Dan Roth, Hritik Bansal, Karthik Gopalakrishnan, Katrin Kirchhoff, Saket Dingliwal, Sravan Bodapati

arxiv:2212.09095 v2 · 2022-12-18 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZBWLZWWXXZXIZPXSRFWPXRG3XW}

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.

Receipt and verification

First computed	2026-07-05T06:41:46.571562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c86cbcdad7be6e8cbef2896cfbc4dbbd8815a365ba60836f9c944b6059a1970c

Aliases

arxiv: 2212.09095 · arxiv_version: 2212.09095v2 · doi: 10.48550/arxiv.2212.09095 · pith_short_12: ZBWLZWWXXZXI · pith_short_16: ZBWLZWWXXZXIZPXS · pith_short_8: ZBWLZWWX

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/ZBWLZWWXXZXIZPXSRFWPXRG3XW \
  | 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: c86cbcdad7be6e8cbef2896cfbc4dbbd8815a365ba60836f9c944b6059a1970c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2dbc94be03d2cc4cf17f98ead21738454bdf564a8ecadee51b602e5230065a52",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-18T14:36:07Z",
    "title_canon_sha256": "83849c295c42726e45ad7a47533b5741f1ba2caf07c69826ca1aaf852ea9a805"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09095",
    "kind": "arxiv",
    "version": 2
  }
}