Pith Number

pith:CGQY6QH3

pith:2024:CGQY6QH3G23POE2V2NHDMBPFJL

not attested not anchored not stored refs pending

LLM-TOPLA: Efficient LLM Ensemble by Maximising Diversity

Fatih Ilhan, Ling Liu, Selim Furkan Tekin, Sihao Hu, Tiansheng Huang

arxiv:2410.03953 v1 · 2024-10-04 · 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{CGQY6QH3G23POE2V2NHDMBPFJL}

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	2026-07-05T09:16:26.896770Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11a18f40fb36b6f71355d34e3605e54af65ff971b8baf9bbc24641938ca64623

Aliases

arxiv: 2410.03953 · arxiv_version: 2410.03953v1 · doi: 10.48550/arxiv.2410.03953 · pith_short_12: CGQY6QH3G23P · pith_short_16: CGQY6QH3G23POE2V · pith_short_8: CGQY6QH3

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/CGQY6QH3G23POE2V2NHDMBPFJL \
  | 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: 11a18f40fb36b6f71355d34e3605e54af65ff971b8baf9bbc24641938ca64623

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf0add0ee8a6458a9350a3a1641b953f56c4489d2dab9affd8e532e2ca531062",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-04T22:31:15Z",
    "title_canon_sha256": "abf4812f600796b12cd778ec2482090fbe1e2c199f170889985a63ae84bc7381"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03953",
    "kind": "arxiv",
    "version": 1
  }
}