Pith Number

pith:O7UXBD4N

pith:2019:O7UXBD4NQYFGYZ5ZOS3UOBBHZY

not attested not anchored not stored refs pending

Enhancing the Transformer with Explicit Relational Encoding for Math Problem Solving

Imanol Schlag, Jianfeng Gao, J\"urgen Schmidhuber, Nebojsa Jojic, Paul Smolensky, Roland Fernandez

arxiv:1910.06611 v2 · 2019-10-15 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O7UXBD4NQYFGYZ5ZOS3UOBBHZY}

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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

7 papers in Pith

Leave No Context Behind: Efficient Infinite Context Transformers with Infini-attention

Scaling Laws for Transfer

Scaling Laws for Autoregressive Generative Modeling

DeBERTa: Decoding-enhanced BERT with Disentangled Attention

Tensor Product Representation Probes Reveal Shared Structure Across Linear Directions

Receipt and verification

First computed	2026-07-05T01:49:00.853696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77e9708f8d860a6c67b974b7470427ce183d6418f058a7ead361cc2f74b85bda

Aliases

arxiv: 1910.06611 · arxiv_version: 1910.06611v2 · doi: 10.48550/arxiv.1910.06611 · pith_short_12: O7UXBD4NQYFG · pith_short_16: O7UXBD4NQYFGYZ5Z · pith_short_8: O7UXBD4N

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/O7UXBD4NQYFGYZ5ZOS3UOBBHZY \
  | 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: 77e9708f8d860a6c67b974b7470427ce183d6418f058a7ead361cc2f74b85bda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "500dc674caa688c3cdaf1f8de9a9ee8d8d925e7541f8d389676bef44247c5089",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-15T09:19:55Z",
    "title_canon_sha256": "9fc5b92882ef927e2d83fa65b0931fa3e803ad6ec2ae696a46ee88c56b6ea742"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.06611",
    "kind": "arxiv",
    "version": 2
  }
}