Pith Number

pith:O2DSCINK

pith:2022:O2DSCINK4RMVPIGBBROWFUIJCU

not attested not anchored not stored refs pending

Can language models learn from explanations in context?

Andrew K. Lampinen, Antonia Creswell, Felix Hill, Ishita Dasgupta, James L. McClelland, Jane X. Wang, Kory Matthewson, Michael Henry Tessler, Stephanie C. Y. Chan

arxiv:2204.02329 v4 · 2022-04-05 · 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{O2DSCINK4RMVPIGBBROWFUIJCU}

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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

8 papers in Pith

A Single Rewrite Suffices: Empirical Lessons from Production Skill Description Optimization

Towards Expert-Level Medical Question Answering with Large Language Models

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Inner Monologue: Embodied Reasoning through Planning with Language Models

Towards an AI co-scientist

Receipt and verification

First computed	2026-07-05T05:04:47.680882Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76872121aae45957a0c10c5d62d1091503735dff2131d85218e7a7433f3b26fe

Aliases

arxiv: 2204.02329 · arxiv_version: 2204.02329v4 · doi: 10.48550/arxiv.2204.02329 · pith_short_12: O2DSCINK4RMV · pith_short_16: O2DSCINK4RMVPIGB · pith_short_8: O2DSCINK

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/O2DSCINK4RMVPIGBBROWFUIJCU \
  | 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: 76872121aae45957a0c10c5d62d1091503735dff2131d85218e7a7433f3b26fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb27f07bfe837ef0b4ed2343863b18f26cfde67a4a8cdde17da6361211628b56",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-04-05T16:33:44Z",
    "title_canon_sha256": "f77facce19c051473f326c79b6372a5e8fd1b6d6c8604dec2c194958f0afd277"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.02329",
    "kind": "arxiv",
    "version": 4
  }
}