Pith Number

pith:MKZL6UZV

pith:2022:MKZL6UZVDXA5IODWRZIH2NJDZR

not attested not anchored not stored refs pending

Data Distributional Properties Drive Emergent In-Context Learning in Transformers

Aaditya Singh, Adam Santoro, Andrew K. Lampinen, Felix Hill, Jane X. Wang, Jay McClelland, Pierre H. Richemond, Stephanie C.Y. Chan

arxiv:2205.05055 v6 · 2022-04-22 · cs.LG · cs.AI · 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{MKZL6UZVDXA5IODWRZIH2NJDZR}

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 Model Organism Lottery: Model Organism Interpretability Strongly Depends on Training Methodology

PRISM: Prompt-Refined In-Context System Modelling for Financial Retrieval

What learning algorithm is in-context learning? Investigations with linear models

Emergent Abilities of Large Language Models

Receipt and verification

First computed	2026-07-05T05:17:01.926451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62b2bf53351dc1d438768e507d3523cc684a4751a44c648e0b8c8791ed160f28

Aliases

arxiv: 2205.05055 · arxiv_version: 2205.05055v6 · doi: 10.48550/arxiv.2205.05055 · pith_short_12: MKZL6UZVDXA5 · pith_short_16: MKZL6UZVDXA5IODW · pith_short_8: MKZL6UZV

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/MKZL6UZVDXA5IODWRZIH2NJDZR \
  | 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: 62b2bf53351dc1d438768e507d3523cc684a4751a44c648e0b8c8791ed160f28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbab8a5debd6840156cb6601fce026e88deed56c2835122a41a32d337e0375ef",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-22T16:10:50Z",
    "title_canon_sha256": "44a73d1cdd88c627737d11e4a77217e10c59be5e161fa8a15f035e6b47bd5dee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.05055",
    "kind": "arxiv",
    "version": 6
  }
}