Pith Number

pith:TIWN2SGF

pith:2026:TIWN2SGFVWMJJHXZKCGGZOGRYL

not attested not anchored not stored refs pending

Efficient Sequential Evaluation of Large Language Models

Chia-Yu Hsu, Shubhanshu Shekhar

arxiv:2607.17409 v1 · 2026-07-19 · stat.ML · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TIWN2SGFVWMJJHXZKCGGZOGRYL}

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.

Receipt and verification

First computed	2026-07-21T01:21:31.529537Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a2cdd48c5ad98949ef9508c6cb8d1c2e4fc3c5d52b7461b5b158f66ac071cb0

Aliases

arxiv: 2607.17409 · arxiv_version: 2607.17409v1 · doi: 10.48550/arxiv.2607.17409 · pith_short_12: TIWN2SGFVWMJ · pith_short_16: TIWN2SGFVWMJJHXZ · pith_short_8: TIWN2SGF

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/TIWN2SGFVWMJJHXZKCGGZOGRYL \
  | 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: 9a2cdd48c5ad98949ef9508c6cb8d1c2e4fc3c5d52b7461b5b158f66ac071cb0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25f00fbed744e1b9e2055b02bf121c238e2d80e81b8914b9d1e13e7235a637e7",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2026-07-19T21:01:34Z",
    "title_canon_sha256": "19e630e80abf4d474964e9d3b728ee1dce3206199374c5b63f3d0e8a8d858fc3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.17409",
    "kind": "arxiv",
    "version": 1
  }
}