Pith Number

pith:YIBRVCTC

pith:2024:YIBRVCTCSK25KJ6QG5BF5AGKFG

not attested not anchored not stored refs pending

Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration

Baohang Li, Bing Qin, Hui Wang, Ting Liu, Xiaocheng Feng, Yang Xiang, Yichong Huang

arxiv:2404.12715 v2 · 2024-04-19 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YIBRVCTCSK25KJ6QG5BF5AGKFG}

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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

1 paper in Pith

Mixture-of-Agents Enhances Large Language Model Capabilities

Receipt and verification

First computed	2026-07-05T08:25:02.924661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2031a8a6292b5d527d037425e80ca2999b53157c5799aa3c1ced897363615e6

Aliases

arxiv: 2404.12715 · arxiv_version: 2404.12715v2 · doi: 10.48550/arxiv.2404.12715 · pith_short_12: YIBRVCTCSK25 · pith_short_16: YIBRVCTCSK25KJ6Q · pith_short_8: YIBRVCTC

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/YIBRVCTCSK25KJ6QG5BF5AGKFG \
  | 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: c2031a8a6292b5d527d037425e80ca2999b53157c5799aa3c1ced897363615e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88a8cbdd5cb4fde36a69d7ab5b0b3cb464dc3059735767e101ebb036cb25642d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-19T08:52:22Z",
    "title_canon_sha256": "7d795d1e3b609c2654a9388342488a683955acfb3ef90ac87ec0d5a3bd1dd3ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12715",
    "kind": "arxiv",
    "version": 2
  }
}