Pith Number

pith:5ZUZYRJD

pith:2022:5ZUZYRJDTVN2HEBEOW4BDTA4Q5

not attested not anchored not stored refs pending

The case for 4-bit precision: k-bit Inference Scaling Laws

Luke Zettlemoyer, Tim Dettmers

arxiv:2212.09720 v2 · 2022-12-19 · cs.LG · cs.NE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5ZUZYRJDTVN2HEBEOW4BDTA4Q5}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

5 papers in Pith

AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models

Four Over Six: More Accurate NVFP4 Quantization with Adaptive Block Scaling

QLoRA: Efficient Finetuning of Quantized LLMs

Parcae: Scaling Laws For Stable Looped Language Models

Receipt and verification

First computed	2026-07-05T05:46:32.204133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee699c45239d5ba3902475b811cc1c874513f34cad7d1c251457b2c165aef7e6

Aliases

arxiv: 2212.09720 · arxiv_version: 2212.09720v2 · doi: 10.48550/arxiv.2212.09720 · pith_short_12: 5ZUZYRJDTVN2 · pith_short_16: 5ZUZYRJDTVN2HEBE · pith_short_8: 5ZUZYRJD

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/5ZUZYRJDTVN2HEBEOW4BDTA4Q5 \
  | 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: ee699c45239d5ba3902475b811cc1c874513f34cad7d1c251457b2c165aef7e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "069582eca0c37e0c4e4ba0bec437c231835ef8bc9a8a3d1377c316d5e4adedcf",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-19T18:48:33Z",
    "title_canon_sha256": "454f509060eabfb186238bf6dc01713d83c0785be324f3baef7a480325f2a4da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09720",
    "kind": "arxiv",
    "version": 2
  }
}