Pith Number

pith:FPXWJIWM

pith:2021:FPXWJIWM4S3I72FUWEYZMAKBGM

not attested not anchored not stored refs pending

Understanding and Overcoming the Challenges of Efficient Transformer Quantization

Markus Nagel, Tijmen Blankevoort, Yelysei Bondarenko

arxiv:2109.12948 v1 · 2021-09-27 · cs.LG · cs.AI · 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{FPXWJIWM4S3I72FUWEYZMAKBGM}

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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

4 papers in Pith

$\text{Log}_\text{b}$Quant: Quantizing Language Models in Logarithmic Space

Massive Activations in Large Language Models

LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

MUXQ: Mixed-to-Uniform Precision MatriX Quantization via Low-Rank Outlier Decomposition

Receipt and verification

First computed	2026-07-05T03:17:39.183196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bef64a2cce4b68fe8b4b131960141331c6744c37cfb816710b4ab4258935c16

Aliases

arxiv: 2109.12948 · arxiv_version: 2109.12948v1 · doi: 10.48550/arxiv.2109.12948 · pith_short_12: FPXWJIWM4S3I · pith_short_16: FPXWJIWM4S3I72FU · pith_short_8: FPXWJIWM

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/FPXWJIWM4S3I72FUWEYZMAKBGM \
  | 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: 2bef64a2cce4b68fe8b4b131960141331c6744c37cfb816710b4ab4258935c16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "224766e4f21327ebaaa363d2ed92d9b0764871161f3dbbb94c94945b98b28478",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-27T10:57:18Z",
    "title_canon_sha256": "a354470eae49614b22c5218a72469e93a37c021a015b040b87d8aabbadb031ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.12948",
    "kind": "arxiv",
    "version": 1
  }
}