Pith Number

pith:NWGFEKVI

pith:2025:NWGFEKVIOTGT5F4NGRTEKDJ6VQ

not attested not anchored not stored refs pending

A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification

Junichiro Niimi

arxiv:2504.18884 v2 · 2025-04-26 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NWGFEKVIOTGT5F4NGRTEKDJ6VQ}

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	2026-07-05T10:59:29.196480Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d8c522aa874cd3e978d3466450d3eac31bb1d5b39f4a5871079c76845762692

Aliases

arxiv: 2504.18884 · arxiv_version: 2504.18884v2 · doi: 10.48550/arxiv.2504.18884 · pith_short_12: NWGFEKVIOTGT · pith_short_16: NWGFEKVIOTGT5F4N · pith_short_8: NWGFEKVI

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/NWGFEKVIOTGT5F4NGRTEKDJ6VQ \
  | 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: 6d8c522aa874cd3e978d3466450d3eac31bb1d5b39f4a5871079c76845762692

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9be6274cf16bc39fc8fa747c198bf93b8ee942c00a638d5c3ebb66d400da140",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-26T10:10:26Z",
    "title_canon_sha256": "d5c33b46973f786eecf69f72db3a7eea22b941a1f44a921bec9b9c3477ccf4c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.18884",
    "kind": "arxiv",
    "version": 2
  }
}