Pith Number

pith:5CYD5E3N

pith:2025:5CYD5E3N2PIIZWN3HRRC7FJDRW

not attested not anchored not stored refs pending

Benchmarking Post-Training Quantization in LLMs: Comprehensive Taxonomy, Unified Evaluation, and Comparative Analysis

Jiaqi Zhao, Liqiang Nie, Miao Zhang, Ming Wang, Min Zhang, Xuebo Liu, Yaowei Wang, Yuzhang Shang

arxiv:2502.13178 v4 · 2025-02-18 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5CYD5E3N2PIIZWN3HRRC7FJDRW}

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

3 papers in Pith

KronQ: LLM Quantization via Kronecker-Factored Hessian

Pre-Registering the Detectable Effect: A Paired-MDE Budget for 4-bit Quantization Benchmarks, with a Pilot Audit

QuantClaw: Precision Where It Matters for OpenClaw

Receipt and verification

First computed	2026-07-05T11:06:28.489492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8b03e936dd3d08cd9bb3c622f95238d98c56fec5fc0636dd0e931518b4f75e4

Aliases

arxiv: 2502.13178 · arxiv_version: 2502.13178v4 · doi: 10.48550/arxiv.2502.13178 · pith_short_12: 5CYD5E3N2PII · pith_short_16: 5CYD5E3N2PIIZWN3 · pith_short_8: 5CYD5E3N

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/5CYD5E3N2PIIZWN3HRRC7FJDRW \
  | 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: e8b03e936dd3d08cd9bb3c622f95238d98c56fec5fc0636dd0e931518b4f75e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a879c2b52edf4e74825a3164df4493b55bb13c99c08914f42d8bd3745ad49d4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-18T07:35:35Z",
    "title_canon_sha256": "bfd61c2f6733bec7d047c6205eee31fe7173ae7901071c10d559f6fb931018fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13178",
    "kind": "arxiv",
    "version": 4
  }
}