Pith Number

pith:QMB2NM2W

pith:2023:QMB2NM2W4S2H3JSDUZ43S5UQCS

not attested not anchored not stored refs pending

The Efficiency Spectrum of Large Language Models: An Algorithmic Survey

Guangzhi Wang, Haidong Zhu, Ilya Zharkov, Jiachen Jiang, Jinxin Zhou, Luming Liang, Tianyi Chen, Tianyu Ding, Yiqi Zhong, Zhihui Zhu

arxiv:2312.00678 v2 · 2023-12-01 · cs.CL

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\usepackage{pith}
\pithnumber{QMB2NM2W4S2H3JSDUZ43S5UQCS}

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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

AI Safety Landscape for Large Language Models: Taxonomy, State-of-the-art, and Future Directions

A Survey on Efficient Inference for Large Language Models

A Survey of Context Engineering for Large Language Models

Receipt and verification

First computed	2026-07-05T08:09:46.442618Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8303a6b356e4b47da643a679b9769014b79d0f2b7ac6cfd84dc4320d06b7c015

Aliases

arxiv: 2312.00678 · arxiv_version: 2312.00678v2 · doi: 10.48550/arxiv.2312.00678 · pith_short_12: QMB2NM2W4S2H · pith_short_16: QMB2NM2W4S2H3JSD · pith_short_8: QMB2NM2W

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/QMB2NM2W4S2H3JSDUZ43S5UQCS \
  | 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: 8303a6b356e4b47da643a679b9769014b79d0f2b7ac6cfd84dc4320d06b7c015

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85d48b542fc530ac5b5195646add82da4aa117084b06141a6a910504f664c8d0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-01T16:00:25Z",
    "title_canon_sha256": "a178edd9d452f8e78d249b106e85fc915b5b15770b8f44de8bb5cd7cfd9c156b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.00678",
    "kind": "arxiv",
    "version": 2
  }
}