Pith Number

pith:EQ3TO7TJ

pith:2025:EQ3TO7TJ3YTGCX5TJWTXZZGC3U

not attested not anchored not stored refs pending

On Next-Token Prediction in LLMs: How End Goals Determine the Consistency of Decoding Algorithms

Ambuj Tewari, Jacob Trauger

arxiv:2505.11183 v1 · 2025-05-16 · stat.ML · 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{EQ3TO7TJ3YTGCX5TJWTXZZGC3U}

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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

Constraint-aware Learning of Probabilistic Sequential Models for Multi-Label Classification

Receipt and verification

First computed	2026-07-05T11:04:12.293379Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2437377e69de26615fb34da77ce4c2dd09d0131191aa1a53d9b515463c32a871

Aliases

arxiv: 2505.11183 · arxiv_version: 2505.11183v1 · doi: 10.48550/arxiv.2505.11183 · pith_short_12: EQ3TO7TJ3YTG · pith_short_16: EQ3TO7TJ3YTGCX5T · pith_short_8: EQ3TO7TJ

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/EQ3TO7TJ3YTGCX5TJWTXZZGC3U \
  | 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: 2437377e69de26615fb34da77ce4c2dd09d0131191aa1a53d9b515463c32a871

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6220c0ce2badfa89512015735036a1567eb37d96fc5f8637481f8e353f6ef9d5",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-16T12:38:45Z",
    "title_canon_sha256": "002ed6a9d19129ebc088b972614471d13459baba5d29a55a1aa9c19d58ae3676"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11183",
    "kind": "arxiv",
    "version": 1
  }
}