Pith Number

pith:TWJKJQ34

pith:2024:TWJKJQ34WNE4FE55BY2SNWQTW5

not attested not anchored not stored refs pending

LoRA Land: 310 Fine-tuned LLMs that Rival GPT-4, A Technical Report

Alex Sherstinsky, Arnav Garg, Devvret Rishi, Geoffrey Angus, Jeffery Kinnison, Justin Zhao, Piero Molino, Timothy Wang, Travis Addair, Wael Abid

arxiv:2405.00732 v1 · 2024-04-29 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TWJKJQ34WNE4FE55BY2SNWQTW5}

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

The Hidden Power of Scaling Factor in LoRA Optimization

Output Composability of QLoRA PEFT Modules for Plug-and-Play Attribute-Controlled Text Generation

Measuring Distribution Shift in User Prompts and Its Effects on LLM Performance

Receipt and verification

First computed	2026-07-05T08:14:25.530907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d92a4c37cb349c293bd0e3526da13b76a649c748128807bc2446d42613f7248

Aliases

arxiv: 2405.00732 · arxiv_version: 2405.00732v1 · doi: 10.48550/arxiv.2405.00732 · pith_short_12: TWJKJQ34WNE4 · pith_short_16: TWJKJQ34WNE4FE55 · pith_short_8: TWJKJQ34

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/TWJKJQ34WNE4FE55BY2SNWQTW5 \
  | 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: 9d92a4c37cb349c293bd0e3526da13b76a649c748128807bc2446d42613f7248

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f04f05211daaffb7a31f1ff138580d8e9e4ef3b6b77771b4d6e992af7f2fc12",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-29T04:01:45Z",
    "title_canon_sha256": "b91c934c554240e8293ee988d3efedd2e1472bdf85d57bcf262c0d6ef0b90d5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.00732",
    "kind": "arxiv",
    "version": 1
  }
}