Pith Number

pith:MTU5EDQX

pith:2023:MTU5EDQXKYK6M7J2Z2ATNI6ZK4

not attested not anchored not stored refs pending

Transformers are Universal Predictors

Lav R. Varshney, Moulik Choraria, Sourya Basu

arxiv:2307.07843 v1 · 2023-07-15 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MTU5EDQXKYK6M7J2Z2ATNI6ZK4}

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

A non-ergodic framework for understanding emergent capabilities in Large Language Models

Receipt and verification

First computed	2026-07-05T06:31:16.520892Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64e9d20e175615e67d3ace8136a3d9573fdaa3dd5c5bae7de358536d8fa947f9

Aliases

arxiv: 2307.07843 · arxiv_version: 2307.07843v1 · doi: 10.48550/arxiv.2307.07843 · pith_short_12: MTU5EDQXKYK6 · pith_short_16: MTU5EDQXKYK6M7J2 · pith_short_8: MTU5EDQX

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/MTU5EDQXKYK6M7J2Z2ATNI6ZK4 \
  | 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: 64e9d20e175615e67d3ace8136a3d9573fdaa3dd5c5bae7de358536d8fa947f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f56df50b8fc9d80105f2e8c7b9346c6725b2c1da9791c21b47ef912ab6702f8",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-15T16:19:37Z",
    "title_canon_sha256": "dab99640e1fd4491d5492ed9261835e6128b123212d7e70d29a697f2f65e85a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07843",
    "kind": "arxiv",
    "version": 1
  }
}