Pith Number

pith:WBROMWWK

pith:2024:WBROMWWK4WGMG2AMC7JXEBWZ2T

not attested not anchored not stored refs pending

The broader spectrum of in-context learning

Aaditya K. Singh, Andrew Kyle Lampinen, Murray Shanahan, Stephanie C. Y. Chan

arxiv:2412.03782 v3 · 2024-12-05 · cs.CL · 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{WBROMWWK4WGMG2AMC7JXEBWZ2T}

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

Emergent Structured Representations Support Flexible In-Context Inference in Large Language Models

Video models are zero-shot learners and reasoners

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

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

Receipt and verification

First computed	2026-07-05T11:16:30.974604Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b062e65acae58cc3680c17d37206d9d4d4b66b1e8ee36fe99249570cfadfc36e

Aliases

arxiv: 2412.03782 · arxiv_version: 2412.03782v3 · doi: 10.48550/arxiv.2412.03782 · pith_short_12: WBROMWWK4WGM · pith_short_16: WBROMWWK4WGMG2AM · pith_short_8: WBROMWWK

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/WBROMWWK4WGMG2AMC7JXEBWZ2T \
  | 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: b062e65acae58cc3680c17d37206d9d4d4b66b1e8ee36fe99249570cfadfc36e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10dcfd9ec8fc7cd251e89f7cb909f7a0b708901dbbb762febd59187a695683c5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-05T00:05:11Z",
    "title_canon_sha256": "f46e67331538937ec12b2d1d70da08cb35c20622d73a71172bfb445d413831e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03782",
    "kind": "arxiv",
    "version": 3
  }
}