Pith Number

pith:SJNDH4IB

pith:2024:SJNDH4IBHOTOXC5UZ2ZHBFAUTX

not attested not anchored not stored refs pending

Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling

Han Wu, Jie Liu, Linqi Song, Mingyang Liu, Sichun Luo, Xiongwei Han, Yuxuan Yao, Zhijiang Guo

arxiv:2410.03777 v2 · 2024-10-03 · 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{SJNDH4IBHOTOXC5UZ2ZHBFAUTX}

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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

2 papers in Pith

DLLG: Dynamic Logit-Level Gating of LLM Experts

Harnessing Multiple Large Language Models: A Survey on LLM Ensemble

Receipt and verification

First computed	2026-07-05T10:19:29.190233Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

925a33f1013ba6eb8bb4ceb27094149dd2044e1716be29b2d48f9e7f0ffaa815

Aliases

arxiv: 2410.03777 · arxiv_version: 2410.03777v2 · doi: 10.48550/arxiv.2410.03777 · pith_short_12: SJNDH4IBHOTO · pith_short_16: SJNDH4IBHOTOXC5U · pith_short_8: SJNDH4IB

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/SJNDH4IBHOTOXC5UZ2ZHBFAUTX \
  | 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: 925a33f1013ba6eb8bb4ceb27094149dd2044e1716be29b2d48f9e7f0ffaa815

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "646030d63ef3f5309deed5039b78b8eb7e358597e978527acf3a6248d7c032a0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-03T08:42:38Z",
    "title_canon_sha256": "52ccd6efb034def91b77dc4b40909611082e44445120e50085a9732100c087d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03777",
    "kind": "arxiv",
    "version": 2
  }
}