Pith Number

pith:46LFMSDK

pith:2026:46LFMSDKR6GYDUJOC5XBZ4ILXE

not attested not anchored not stored refs pending

Test-Time Augmentation for LLMs: When Input Diversity Beats Output Diversity at Matched Compute

Jack Butler, Nikita Kozodoi, Zainab Afolabi

arxiv:2608.09351 v1 · 2026-08-10 · cs.LG · cs.AI · 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{46LFMSDKR6GYDUJOC5XBZ4ILXE}

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	2026-08-11T02:22:24.518430Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e79656486a8f8d81d12e176e1cf10bb93f1c8944b0974f6dc02c7ae91de6d39f

Aliases

arxiv: 2608.09351 · arxiv_version: 2608.09351v1 · doi: 10.48550/arxiv.2608.09351 · pith_short_12: 46LFMSDKR6GY · pith_short_16: 46LFMSDKR6GYDUJO · pith_short_8: 46LFMSDK

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/46LFMSDKR6GYDUJOC5XBZ4ILXE \
  | 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: e79656486a8f8d81d12e176e1cf10bb93f1c8944b0974f6dc02c7ae91de6d39f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "350da54569194c076cd223c51272ce13d529f4125e283debf7e1dbef40438068",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-10T09:31:48Z",
    "title_canon_sha256": "e369c6a796f01143a307d14292b2596507eb2aa69918e0995fa9f236ee375aff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.09351",
    "kind": "arxiv",
    "version": 1
  }
}