Pith Number

pith:R4ONF3OH

pith:2024:R4ONF3OHSP5U7S4MYZG6HCW3KC

not attested not anchored not stored refs pending

Fine-tuning large language models for domain adaptation: Exploration of training strategies, scaling, model merging and synergistic capabilities

Markus J. Buehler, Rachel K. Luu, Wei Lu

arxiv:2409.03444 v1 · 2024-09-05 · cs.CL · cond-mat.mtrl-sci · 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{R4ONF3OHSP5U7S4MYZG6HCW3KC}

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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

Multiscale Analysis of Woven Composites Using Hierarchical Physically Recurrent Neural Networks

Heterogeneous Scientific Foundation Model Collaboration

Receipt and verification

First computed	2026-07-05T09:03:31.457606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f1cd2edc793fb4fcb8cc64de38adb50a0e5e3f0f4e92e769f540ab146b864fb

Aliases

arxiv: 2409.03444 · arxiv_version: 2409.03444v1 · doi: 10.48550/arxiv.2409.03444 · pith_short_12: R4ONF3OHSP5U · pith_short_16: R4ONF3OHSP5U7S4M · pith_short_8: R4ONF3OH

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/R4ONF3OHSP5U7S4MYZG6HCW3KC \
  | 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: 8f1cd2edc793fb4fcb8cc64de38adb50a0e5e3f0f4e92e769f540ab146b864fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a45ef64857911713d3ce08cbc7d29677a870154eedfd7b8211118f27813f6f0",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-05T11:49:53Z",
    "title_canon_sha256": "6bb3ee3557965ddb1791e5d7ab8a927373568578d81d40d2bfcdeb66ad901636"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.03444",
    "kind": "arxiv",
    "version": 1
  }
}