Pith Number

pith:BNA7GLS2

pith:2023:BNA7GLS242WQACXGSA5HHUYCRY

not attested not anchored not stored refs pending

QLLM: Accurate and Efficient Low-Bitwidth Quantization for Large Language Models

Bohan Zhuang, Jianfei Cai, Jing Liu, Ruihao Gong, Xiuying Wei, Zhiwei Dong

arxiv:2310.08041 v3 · 2023-10-12 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{BNA7GLS242WQACXGSA5HHUYCRY}

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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

Quantized Reasoning Models Think They Need to Think Longer, but They Do Not

SpinQuant: LLM quantization with learned rotations

AIS: Adaptive Importance Sampling for Quantized RL

Receipt and verification

First computed	2026-07-05T08:05:03.746941Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b41f32e5ae6ad000ae6903a73d3028e1bb6fa4df9ad8c9475b2b85de25fafab

Aliases

arxiv: 2310.08041 · arxiv_version: 2310.08041v3 · doi: 10.48550/arxiv.2310.08041 · pith_short_12: BNA7GLS242WQ · pith_short_16: BNA7GLS242WQACXG · pith_short_8: BNA7GLS2

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/BNA7GLS242WQACXGSA5HHUYCRY \
  | 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: 0b41f32e5ae6ad000ae6903a73d3028e1bb6fa4df9ad8c9475b2b85de25fafab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b1d529abf177f0c4b70e5377b257bdff82fc5b087c05367bd8a2c7790985254",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-12T05:25:49Z",
    "title_canon_sha256": "31d63b7b72f895359ac96fb58aadc3adae3dbd292f3577927d59410c5563e848"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08041",
    "kind": "arxiv",
    "version": 3
  }
}