Pith Number

pith:FWU7GQ54

pith:2024:FWU7GQ54XPBYENDXQYKH76YW5I

not attested not anchored not stored refs pending

When can transformers compositionally generalize in-context?

Florian Redhardt, Guillaume Lajoie, Jo\~ao Sacramento, Johannes von Oswald, Razvan Pascanu, Seijin Kobayashi, Simon Schug, Yassir Akram

arxiv:2407.12275 v1 · 2024-07-17 · cs.LG · cs.NE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FWU7GQ54XPBYENDXQYKH76YW5I}

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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

1 paper in Pith

Shortcut Solutions Learned by Transformers Impair Continual Compositional Reasoning

Receipt and verification

First computed	2026-07-05T08:45:02.347643Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2da9f343bcbbc382347786147ffb16ea2e9439b23c5fe8296390404f95a712a9

Aliases

arxiv: 2407.12275 · arxiv_version: 2407.12275v1 · doi: 10.48550/arxiv.2407.12275 · pith_short_12: FWU7GQ54XPBY · pith_short_16: FWU7GQ54XPBYENDX · pith_short_8: FWU7GQ54

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/FWU7GQ54XPBYENDXQYKH76YW5I \
  | 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: 2da9f343bcbbc382347786147ffb16ea2e9439b23c5fe8296390404f95a712a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4efbcce1a12b042b940f821b24eb605c294c6a85d8bfc7bcad9f0abc294ac02",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-17T02:49:27Z",
    "title_canon_sha256": "5020d4c4fc45500217d5e284b4b29160927b4c93a58791765c6d156b419008d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12275",
    "kind": "arxiv",
    "version": 1
  }
}