Pith Number

pith:GPLXUEYH

pith:2022:GPLXUEYHARJIRUT7BJ2NP2P7D7

not attested not anchored not stored refs pending

Teaching Algorithmic Reasoning via In-context Learning

Aaron Courville, Azade Nova, Behnam Neyshabur, Hanie Sedghi, Hattie Zhou, Hugo Larochelle

arxiv:2211.09066 v1 · 2022-11-15 · 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{GPLXUEYHARJIRUT7BJ2NP2P7D7}

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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

6 papers in Pith

When LLMs Stop Following Steps: A Diagnostic Study of Procedural Execution in Language Models

The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

A Survey on In-context Learning

Teaching Large Language Models to Self-Debug

When LLMs Stop Following Steps: A Diagnostic Study of Procedural Execution in Language Models

Receipt and verification

First computed	2026-07-05T05:16:47.291863Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33d77a1307045288d27f0a74d7e9ff1ff0b76038e4e388275801b2eda512f425

Aliases

arxiv: 2211.09066 · arxiv_version: 2211.09066v1 · doi: 10.48550/arxiv.2211.09066 · pith_short_12: GPLXUEYHARJI · pith_short_16: GPLXUEYHARJIRUT7 · pith_short_8: GPLXUEYH

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/GPLXUEYHARJIRUT7BJ2NP2P7D7 \
  | 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: 33d77a1307045288d27f0a74d7e9ff1ff0b76038e4e388275801b2eda512f425

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72aaa59d85c5a9a09c2ab5a032d17c21adbe3cefec5299271522072e0404dbea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-15T06:12:28Z",
    "title_canon_sha256": "d1bf39bc9623b4f793251570aa3bc35b3b479b96e057105e26b1be7668bf742a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.09066",
    "kind": "arxiv",
    "version": 1
  }
}