Pith Number

pith:J3NWZQI2

pith:2024:J3NWZQI2VX2D34MIJPMMX2EYD7

not attested not anchored not stored refs pending

Model Fusion through Bayesian Optimization in Language Model Fine-Tuning

Chaeyun Jang, Hyungi Lee, Juho Lee, Jungtaek Kim

arxiv:2411.06710 v2 · 2024-11-11 · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J3NWZQI2VX2D34MIJPMMX2EYD7}

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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

1 paper in Pith

Bayesian Optimization for Enhanced Language Models: Optimizing Acquisition Functions

Receipt and verification

First computed	2026-07-05T09:54:29.560185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4edb6cc11aadf43df1884bd8cbe8981fec45ac54f85f9b66366d43cd80a4ef1e

Aliases

arxiv: 2411.06710 · arxiv_version: 2411.06710v2 · doi: 10.48550/arxiv.2411.06710 · pith_short_12: J3NWZQI2VX2D · pith_short_16: J3NWZQI2VX2D34MI · pith_short_8: J3NWZQI2

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/J3NWZQI2VX2D34MIJPMMX2EYD7 \
  | 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: 4edb6cc11aadf43df1884bd8cbe8981fec45ac54f85f9b66366d43cd80a4ef1e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "459a5717ddb8208abe3b9b7e1d142da500b5f729a3f70572d94cb9ba91dbf6dc",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-11T04:36:58Z",
    "title_canon_sha256": "7120419f8b1584496d9df84fb37201210fa66fb849acae5d3163b8fe8a265dd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06710",
    "kind": "arxiv",
    "version": 2
  }
}