Pith Number

pith:X55NRAQW

pith:2021:X55NRAQWKZICPN7FTFCW4AKPRQ

not attested not anchored not stored refs pending

GLaM: Efficient Scaling of Language Models with Mixture-of-Experts

Adams Wei Yu, Andrew M. Dai, Barret Zoph, Claire Cui, Dmitry Lepikhin, Kathleen Meier-Hellstern, Kellie Webster, Kevin Robinson, Kun Zhang, Liam Fedus, Lucas Dixon, Maarten Bosma, Marie Pellat, Maxim Krikun, Nan Du, Orhan Firat, Quoc V Le, Simon Tong, Tao Wang, Toju Duke, Yanping Huang, Yanqi Zhou, Yonghui Wu, Yuanzhong Xu, Yu Emma Wang, Zhifeng Chen, Zongwei Zhou

arxiv:2112.06905 v2 · 2021-12-13 · 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{X55NRAQWKZICPN7FTFCW4AKPRQ}

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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

13 papers in Pith

ASAP: A Disaggregated and Asynchronous Inference System for MoE Prefill

Hyperbolic and Evidence-Prioritized Experts for Large Vision-Language Models

Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Efficient Training of Language Models to Fill in the Middle

ROMER: Expert Replacement and Router Calibration for Robust MoE LLMs on Analog Compute-in-Memory Systems

Receipt and verification

First computed	2026-07-05T04:45:14.339106Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf7ad88216565027b7e599456e014f8c2f7fa63d8996bb6d73bf5ce1ec756ade

Aliases

arxiv: 2112.06905 · arxiv_version: 2112.06905v2 · doi: 10.48550/arxiv.2112.06905 · pith_short_12: X55NRAQWKZIC · pith_short_16: X55NRAQWKZICPN7F · pith_short_8: X55NRAQW

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/X55NRAQWKZICPN7FTFCW4AKPRQ \
  | 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: bf7ad88216565027b7e599456e014f8c2f7fa63d8996bb6d73bf5ce1ec756ade

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93a133889a92f47646ab0e1d08f1045e03f91da64b6fb4708d1419209b3809e8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-12-13T18:58:19Z",
    "title_canon_sha256": "1ea822aed4319341b85fc4c057b5182f6531c8966a07e8610cd0522d7fa51b38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.06905",
    "kind": "arxiv",
    "version": 2
  }
}