Pith Number

pith:M56GCB7R

pith:2023:M56GCB7RUNEBY4ZMGRMU2LUGXX

not attested not anchored not stored refs pending

Mixture-of-Experts Meets Instruction Tuning:A Winning Combination for Large Language Models

Albert Webson, Barret Zoph, Denny Zhou, Hongkun Yu, Hyung Won Chung, Jason Wei, Kurt Keutzer, Le Hou, Nan Du, Shayne Longpre, Sheng Shen, Trevor Darrell, Tu Vu, Vincent Zhao, William Fedus, Wuyang Chen, Xinyun Chen, Yanqi Zhou, Yuexin Wu, Yunxuan Li

arxiv:2305.14705 v2 · 2023-05-24 · 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{M56GCB7RUNEBY4ZMGRMU2LUGXX}

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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

5 papers in Pith

GeMoE: Gating Entropy is All You Need for Uncertainty-aware Adaptive Routing in MoE-based Large Vision-Language Models

A Survey on Multimodal Large Language Models

DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

AlignCultura: Towards Culturally Aligned Large Language Models?

InfiniLoRA: Disaggregated Multi-LoRA Serving for Large Language Models

Receipt and verification

First computed	2026-07-05T06:27:49.810681Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

677c6107f1a3481c732c34594d2e86bde77ede78e6d0c89aa2362122472f7aad

Aliases

arxiv: 2305.14705 · arxiv_version: 2305.14705v2 · doi: 10.48550/arxiv.2305.14705 · pith_short_12: M56GCB7RUNEB · pith_short_16: M56GCB7RUNEBY4ZM · pith_short_8: M56GCB7R

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/M56GCB7RUNEBY4ZMGRMU2LUGXX \
  | 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: 677c6107f1a3481c732c34594d2e86bde77ede78e6d0c89aa2362122472f7aad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac4ea789b090f06fa071ad448e193fef3bcbd03822cf649d2edfd41a43db4ffa",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-24T04:22:26Z",
    "title_canon_sha256": "5a866fc4ac06467798a7088bc64c608c72575a9ff8bb4ab04651d61a5eb0a4bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.14705",
    "kind": "arxiv",
    "version": 2
  }
}