Pith Number

pith:RL5C6P7A

pith:2022:RL5C6P7AO3XHBKBSJJYXBO44PJ

not attested not anchored not stored refs pending

Transformers generalize differently from information stored in context vs in weights

Andrew K. Lampinen, Dharshan Kumaran, Felix Hill, Ishita Dasgupta, Junkyung Kim, Stephanie C.Y. Chan

arxiv:2210.05675 v2 · 2022-10-11 · 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{RL5C6P7AO3XHBKBSJJYXBO44PJ}

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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

4 papers in Pith

Learning Dynamics of Chain-of-Thought State Tracking in a Solvable Transformer Model

Stories in Space: In-Context Learning Trajectories in Conceptual Belief Space

Manifold Steering Reveals the Shared Geometry of Neural Network Representation and Behavior

To See the Unseen: on the Generalization Ability of Transformers in Symbolic Reasoning

Receipt and verification

First computed	2026-07-05T05:06:15.776970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8afa2f3fe076ee70a8324a7170bb9c7a7a5aecc31c283c59a05d9bc802fccd2b

Aliases

arxiv: 2210.05675 · arxiv_version: 2210.05675v2 · doi: 10.48550/arxiv.2210.05675 · pith_short_12: RL5C6P7AO3XH · pith_short_16: RL5C6P7AO3XHBKBS · pith_short_8: RL5C6P7A

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/RL5C6P7AO3XHBKBSJJYXBO44PJ \
  | 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: 8afa2f3fe076ee70a8324a7170bb9c7a7a5aecc31c283c59a05d9bc802fccd2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ee15a78699ea59236b7f065af7900aef07ab16e2721a242232824ddbf85688f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-11T09:29:19Z",
    "title_canon_sha256": "e97a4aaee31639dfd2633a4b4c113c329e147d96a9a8be80e14990d7bfbd64cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.05675",
    "kind": "arxiv",
    "version": 2
  }
}