Pith Number

pith:XQBHF5UU

pith:2023:XQBHF5UUUJOVEEARN4VGS2BU4N

not attested not anchored not stored refs pending

Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization

Dongsoo Lee, Jeonghoon Kim, Joonsuk Park, Jung Hyun Lee, Kang Min Yoo, Se Jung Kwon, Sungdong Kim

arxiv:2305.14152 v2 · 2023-05-23 · 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{XQBHF5UUUJOVEEARN4VGS2BU4N}

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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

2 papers in Pith

A Comprehensive Overview of Large Language Models

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T07:06:27.521133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bc0272f694a25d5210116f2a696834e34f6c64fa6e95ede3d3620a521074efe0

Aliases

arxiv: 2305.14152 · arxiv_version: 2305.14152v2 · doi: 10.48550/arxiv.2305.14152 · pith_short_12: XQBHF5UUUJOV · pith_short_16: XQBHF5UUUJOVEEAR · pith_short_8: XQBHF5UU

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/XQBHF5UUUJOVEEARN4VGS2BU4N \
  | 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: bc0272f694a25d5210116f2a696834e34f6c64fa6e95ede3d3620a521074efe0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec131d7ea2c2f4adb8ed34768d44445575ef92fba3d346532a09e6455b223b3a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-23T15:20:01Z",
    "title_canon_sha256": "b8bb3f3eb943c9f7123f6d7e4917cfa9a240753d92d10dcc8fa1641ab19be7f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.14152",
    "kind": "arxiv",
    "version": 2
  }
}