Pith Number

pith:4RDWGD7E

pith:2024:4RDWGD7EBZCVSPZ42APC26SAV3

not attested not anchored not stored refs pending

A Comprehensive Study on Quantization Techniques for Large Language Models

Jiedong Lang, Shuyu Huang, Zhehao Guo

arxiv:2411.02530 v1 · 2024-10-30 · 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{4RDWGD7EBZCVSPZ42APC26SAV3}

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

2 papers in Pith

The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs

Receipt and verification

First computed	2026-07-05T09:31:13.046502Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e447630fe40e45593f3cd01e2d7a40aedd602041432b1fc97da3242c9d616924

Aliases

arxiv: 2411.02530 · arxiv_version: 2411.02530v1 · doi: 10.48550/arxiv.2411.02530 · pith_short_12: 4RDWGD7EBZCV · pith_short_16: 4RDWGD7EBZCVSPZ4 · pith_short_8: 4RDWGD7E

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/4RDWGD7EBZCVSPZ42APC26SAV3 \
  | 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: e447630fe40e45593f3cd01e2d7a40aedd602041432b1fc97da3242c9d616924

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "219afba147b641a6e130b312c4a1650bba77fb0d36efc429d4619c5a010774bc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-30T04:55:26Z",
    "title_canon_sha256": "2dd22069fdcac73b7d3199b822dde6cc19b8ec3572d8d832277d00335ece08ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02530",
    "kind": "arxiv",
    "version": 1
  }
}