Pith Number

pith:5SDO2IWO

pith:2023:5SDO2IWOZCHX5BCTEKTYPQFXC6

not attested not anchored not stored refs pending

When can transformers reason with abstract symbols?

Emmanuel Abbe, Enric Boix-Adsera, Etai Littwin, Joshua Susskind, Omid Saremi, Samy Bengio

arxiv:2310.09753 v2 · 2023-10-15 · 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{5SDO2IWOZCHX5BCTEKTYPQFXC6}

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

1 paper in Pith

Saving for the future: Enhancing generalization via partial logic regularization

Receipt and verification

First computed	2026-07-05T08:08:39.380174Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec86ed22cec88f7e845322a787c0b717a181e3804358d6859baae45b4fb833e9

Aliases

arxiv: 2310.09753 · arxiv_version: 2310.09753v2 · doi: 10.48550/arxiv.2310.09753 · pith_short_12: 5SDO2IWOZCHX · pith_short_16: 5SDO2IWOZCHX5BCT · pith_short_8: 5SDO2IWO

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/5SDO2IWOZCHX5BCTEKTYPQFXC6 \
  | 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: ec86ed22cec88f7e845322a787c0b717a181e3804358d6859baae45b4fb833e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "931d95f1e3ff3820877f784a6647173ad35f4d910920d896e735a071f0351e7b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-15T06:45:38Z",
    "title_canon_sha256": "906012e6e31ba8240565a93f6ab45531c339f03164f076ed635dd0f1a03d0cbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.09753",
    "kind": "arxiv",
    "version": 2
  }
}