Pith Number

pith:ON52DM22

pith:2023:ON52DM22442GTKSNNYLXZHNI4N

not attested not anchored not stored refs pending

Compositional Capabilities of Autoregressive Transformers: A Study on Synthetic, Interpretable Tasks

Ekdeep Singh Lubana, Hidenori Tanaka, Mikail Khona, Rahul Ramesh, Robert P. Dick

arxiv:2311.12997 v2 · 2023-11-21 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ON52DM22442GTKSNNYLXZHNI4N}

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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

A Systematic Study of Behavioral Cloning for Scientific Data Annotation

Learning to Theorize the World from Observation

Shortcut Solutions Learned by Transformers Impair Continual Compositional Reasoning

There Will Be a Scientific Theory of Deep Learning

Receipt and verification

First computed	2026-07-05T07:41:45.288164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

737ba1b35ae73469aa4d6e177c9da8e34890523622cc47c0aec714b3c0e52dad

Aliases

arxiv: 2311.12997 · arxiv_version: 2311.12997v2 · doi: 10.48550/arxiv.2311.12997 · pith_short_12: ON52DM22442G · pith_short_16: ON52DM22442GTKSN · pith_short_8: ON52DM22

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/ON52DM22442GTKSNNYLXZHNI4N \
  | 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: 737ba1b35ae73469aa4d6e177c9da8e34890523622cc47c0aec714b3c0e52dad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8bbb46e4c7e686360d5ca262d9a85df498b77a0c0743f2567f18be4c3626888b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-21T21:16:54Z",
    "title_canon_sha256": "bb74202589aca3c365cbbcd71410fd6c4d99817079fd7c539a234d4c9ec0590a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12997",
    "kind": "arxiv",
    "version": 2
  }
}