Pith Number

pith:HQBKPCGK

pith:2021:HQBKPCGKW52HNMYVOTYGQACC6N

not attested not anchored not stored refs pending

M6-10T: A Sharing-Delinking Paradigm for Efficient Multi-Trillion Parameter Pretraining

Ang Wang, An Yang, Chang Zhou, Hongxia Yang, Jie Zhang, Jingren Zhou, Jinze Bai, Junyang Lin, Le Jiang, Wei Lin, Xianyan Jia, Yong Li

arxiv:2110.03888 v3 · 2021-10-08 · cs.LG · 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{HQBKPCGKW52HNMYVOTYGQACC6N}

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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

3 papers in Pith

DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models

AGoQ: Activation and Gradient Quantization for Memory-Efficient Distributed Training of LLMs

Receipt and verification

First computed	2026-07-05T03:25:17.733456Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c02a788cab77476b31574f0680042f35f6831c5bc3344b81387d5f0e7f8772b

Aliases

arxiv: 2110.03888 · arxiv_version: 2110.03888v3 · doi: 10.48550/arxiv.2110.03888 · pith_short_12: HQBKPCGKW52H · pith_short_16: HQBKPCGKW52HNMYV · pith_short_8: HQBKPCGK

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/HQBKPCGKW52HNMYVOTYGQACC6N \
  | 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: 3c02a788cab77476b31574f0680042f35f6831c5bc3344b81387d5f0e7f8772b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e18c0223102adc9d3a24af047e4f496b9cd104f775a93fc35951dc818e4b3aef",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-08T04:24:51Z",
    "title_canon_sha256": "d85d2047e6c6353110efd485453e8302144b18d626b2d59c3ecd39d82c593674"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03888",
    "kind": "arxiv",
    "version": 3
  }
}