Pith Number

pith:WUAL7SQN

pith:2023:WUAL7SQNPFEY5IZMFCR67UYHCN

not attested not anchored not stored refs pending

Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Jinyang Guo, Ruihao Gong, Xiangguo Zhang, Xianglong Liu, Xiuying Wei, Yuhang Li, Yunchen Zhang

arxiv:2304.09145 v3 · 2023-04-18 · cs.CL

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\usepackage{pith}
\pithnumber{WUAL7SQNPFEY5IZMFCR67UYHCN}

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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

7 papers in Pith

GNMR: Runtime Stability Control for Low-Precision Large Language Model Training

Quant.npu: Enabling Efficient Mobile NPU Inference for on-device LLMs via Fully Static Quantization

A Comprehensive Overview of Large Language Models

SpinQuant: LLM quantization with learned rotations

A Survey on Efficient Inference for Large Language Models

Receipt and verification

First computed	2026-07-05T07:03:23.337978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b500bfca0d79498ea32c28a3efd307136c4fd7740a6f2758354d87f6e8aec87d

Aliases

arxiv: 2304.09145 · arxiv_version: 2304.09145v3 · doi: 10.48550/arxiv.2304.09145 · pith_short_12: WUAL7SQNPFEY · pith_short_16: WUAL7SQNPFEY5IZM · pith_short_8: WUAL7SQN

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/WUAL7SQNPFEY5IZMFCR67UYHCN \
  | 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: b500bfca0d79498ea32c28a3efd307136c4fd7740a6f2758354d87f6e8aec87d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36e35cd6ea25776d4592b78b3e6688393aac51eb5d385b308e1b31247c2264af",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-04-18T17:34:23Z",
    "title_canon_sha256": "c14947fd0a285186ef6cea6a5a0300a19605c90b8c7ad2d53aa9164f36b3ecbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.09145",
    "kind": "arxiv",
    "version": 3
  }
}