Pith Number

pith:7ZSTYIF6

pith:2024:7ZSTYIF6DDGPRGJW5Z5J6F3Z63

not attested not anchored not stored refs pending

Exact Byte-Level Probabilities from Tokenized Language Models for FIM-Tasks and Model Ensembles

Brandon Amos, Buu Phan, Itai Gat, Karen Ullrich, Marton Havasi, Matthew Muckley

arxiv:2410.09303 v2 · 2024-10-11 · cs.CL · 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{7ZSTYIF6DDGPRGJW5Z5J6F3Z63}

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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

2 papers in Pith

Rethinking LLM Ensembling from the Perspective of Mixture Models

Receipt and verification

First computed	2026-07-05T10:47:55.674443Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe653c20be18ccf89936ee7a9f1779f6d619de4951265363d2e1ea4188cb1dc8

Aliases

arxiv: 2410.09303 · arxiv_version: 2410.09303v2 · doi: 10.48550/arxiv.2410.09303 · pith_short_12: 7ZSTYIF6DDGP · pith_short_16: 7ZSTYIF6DDGPRGJW · pith_short_8: 7ZSTYIF6

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/7ZSTYIF6DDGPRGJW5Z5J6F3Z63 \
  | 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: fe653c20be18ccf89936ee7a9f1779f6d619de4951265363d2e1ea4188cb1dc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86ccfa8dfd2df2d83f235ceac6cb3af67313beae3b45f38189b981da7afc74f5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-11T23:30:42Z",
    "title_canon_sha256": "7b2fa273f0be1be05ee93d8d3282d4dc25c56ad297d54ac7d487bd8f30daecc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09303",
    "kind": "arxiv",
    "version": 2
  }
}