Pith Number

pith:ZUBCXTJF

pith:2024:ZUBCXTJFLJZPN24ERRBDC3YWZZ

not attested not anchored not stored refs pending

Parallel Structures in Pre-training Data Yield In-Context Learning

Chen Zhao, He He, Kathleen McKeown, Yanda Chen, Zhou Yu

arxiv:2402.12530 v1 · 2024-02-19 · 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{ZUBCXTJFLJZPN24ERRBDC3YWZZ}

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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

1 paper in Pith

In-Context Learning can distort the relationship between sequence likelihoods and biological fitness

Receipt and verification

First computed	2026-07-05T07:47:12.653902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd022bcd255a72f6eb848c42316f16ce5e002219f6aefbd6f73c2a2d79b10476

Aliases

arxiv: 2402.12530 · arxiv_version: 2402.12530v1 · doi: 10.48550/arxiv.2402.12530 · pith_short_12: ZUBCXTJFLJZP · pith_short_16: ZUBCXTJFLJZPN24E · pith_short_8: ZUBCXTJF

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/ZUBCXTJFLJZPN24ERRBDC3YWZZ \
  | 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: cd022bcd255a72f6eb848c42316f16ce5e002219f6aefbd6f73c2a2d79b10476

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4980a5da7803f64b34fb1846338acb7626898b4701be5f05ea96bc0ac82627c3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-19T20:40:48Z",
    "title_canon_sha256": "a6424b9db8cecb69994698f964590bcecba31ec028d920b5c0ec624f3fb12f24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12530",
    "kind": "arxiv",
    "version": 1
  }
}